{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 线性拟合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 引入必要的库包\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 数据导入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         date  电力可供量(亿千瓦小时)  电力生产量(亿千瓦小时)  水电生产电力量(亿千瓦小时)  火电生产电力量(亿千瓦小时)  \\\n",
      "0  2004-01-01       21972.3       22033.1          3535.4         17955.9   \n",
      "1  2005-01-01       24940.8       25002.6          3970.2         20473.4   \n",
      "2  2006-01-01       28588.4       28657.3          4357.9         23696.0   \n",
      "3  2007-01-01       32712.4       32815.5          4852.6         27229.3   \n",
      "4  2008-01-01       34540.8       34668.8          5851.9         27900.8   \n",
      "\n",
      "   核电生产电力量(亿千瓦小时)  风电生产电力量(亿千瓦小时)  电力进口量(亿千瓦小时)  电力出口量(亿千瓦小时)  \\\n",
      "0           504.7             NaN          34.0          94.8   \n",
      "1           530.9             NaN          50.1         111.9   \n",
      "2           548.4             NaN          53.9         122.7   \n",
      "3           621.3             NaN          42.5         145.7   \n",
      "4           683.9             NaN          38.4         166.4   \n",
      "\n",
      "   电力能源消费总量(亿千瓦小时)  农、林、牧、渔业电力消费总量(亿千瓦小时)  工业电力消费总量(亿千瓦小时)  建筑业电力消费总量(亿千瓦小时)  \\\n",
      "0          21971.4                  768.9          16424.3             202.1   \n",
      "1          24940.3                  776.3          18521.7             233.9   \n",
      "2          28588.0                  827.0          21267.7             271.0   \n",
      "3          32711.8                  879.0          24290.8             309.0   \n",
      "4          34541.4                  887.1          25388.6             367.3   \n",
      "\n",
      "   交通运输、仓储和邮政业电力消费总量(亿千瓦小时)  批发和零售业、住宿和餐饮业电力消费总量(亿千瓦小时)  其他电力消费总量(亿千瓦小时)  \\\n",
      "0                     449.6                       705.4           1036.6   \n",
      "1                     430.3                       752.3           1340.9   \n",
      "2                     467.4                       847.3           1555.9   \n",
      "3                     531.9                       929.8           1708.6   \n",
      "4                     571.8                      1017.4           1913.0   \n",
      "\n",
      "   居民生活电力消费总量(亿千瓦小时)  电力终端消费量(亿千瓦小时)  工业终端电力消费量(亿千瓦小时)  输配电损失量(亿千瓦小时)  \n",
      "0             2384.5         20550.8           15003.7         1420.6  \n",
      "1             2884.8         23233.8           16815.2         1706.5  \n",
      "2             3351.6         26729.1           19408.9         1858.8  \n",
      "3             4062.7         30650.1           22229.1         2061.7  \n",
      "4             4396.1         32403.5           23250.8         2137.9  \n"
     ]
    }
   ],
   "source": [
    "#导入数据\n",
    "data = pd.read_csv('../ClearData/Electricity_20_ffill_date.csv', encoding='utf-8')\n",
    "# 打印出数据的前5行，检查数据是否导入正确\n",
    "print(data.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 一维线性拟合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DatetimeIndex(['2004-01-01', '2005-01-01', '2006-01-01', '2007-01-01',\n",
      "               '2008-01-01', '2009-01-01', '2010-01-01', '2011-01-01',\n",
      "               '2012-01-01', '2013-01-01', '2014-01-01', '2015-01-01',\n",
      "               '2016-01-01', '2017-01-01', '2018-01-01', '2019-01-01',\n",
      "               '2020-01-01', '2021-01-01'],\n",
      "              dtype='datetime64[ns]', freq=None)\n",
      "y = 0.00011338380338195293x + -100568.205783192\n"
     ]
    }
   ],
   "source": [
    "# 选取数据中的时间和电力生产量两列\n",
    "time = data['date']\n",
    "power = data['电力生产量(亿千瓦小时)']\n",
    "\n",
    "# 用线性拟合的库包进行拟合\n",
    "from sklearn.linear_model import LinearRegression\n",
    "# 将时间转换为时间戳\n",
    "time = pd.to_datetime(time)\n",
    "time = (time - pd.to_datetime('1970-01-01')).dt.total_seconds().values\n",
    "time = time.reshape(-1, 1)\n",
    "# 创建线性回归模型\n",
    "model = LinearRegression()\n",
    "# 拟合数据\n",
    "model.fit(time, power)\n",
    "# 预测数据\n",
    "power_predict = model.predict(time)\n",
    "# 将时间变回原来的格式\n",
    "time = pd.to_datetime(time[:, 0], unit='s')\n",
    "print(time)\n",
    "# 给出拟合的函数\n",
    "print('y = {}x + {}'.format(model.coef_[0], model.intercept_))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算拟合的误差\n",
    "from sklearn.metrics import mean_squared_error\n",
    "mae =  mean_squared_error(power, power_predict)\n",
    "plt.figure(figsize=(20, 8))\n",
    "# 画出拟合的图像并显示误差\n",
    "plt.plot(time, power, label='True')\n",
    "plt.plot(time, power_predict, label='Predict')\n",
    "plt.title('Linear Regression\\nMAE:{}'.format(mae))\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Power')\n",
    "# 设置图像大小\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 多变量线性拟合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:           电力生产量(亿千瓦小时)   R-squared:                       1.000\n",
      "Model:                            OLS   Adj. R-squared:                  1.000\n",
      "Method:                 Least Squares   F-statistic:                 1.327e+04\n",
      "Date:                Sun, 14 Apr 2024   Prob (F-statistic):           2.08e-24\n",
      "Time:                        21:36:56   Log-Likelihood:                -130.93\n",
      "No. Observations:                  18   AIC:                             269.9\n",
      "Df Residuals:                      14   BIC:                             273.4\n",
      "Df Model:                           3                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "const      -1923.9686    502.587     -3.828      0.002   -3001.911    -846.026\n",
      "x1             1.1093      0.037     29.702      0.000       1.029       1.189\n",
      "x2             0.5590      0.130      4.315      0.001       0.281       0.837\n",
      "x3             3.5583      0.184     19.331      0.000       3.163       3.953\n",
      "==============================================================================\n",
      "Omnibus:                        1.746   Durbin-Watson:                   1.464\n",
      "Prob(Omnibus):                  0.418   Jarque-Bera (JB):                0.624\n",
      "Skew:                           0.433   Prob(JB):                        0.732\n",
      "Kurtosis:                       3.287   Cond. No.                     2.23e+05\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 2.23e+05. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\AMark\\.conda\\envs\\tf\\Lib\\site-packages\\scipy\\stats\\_stats_py.py:1806: UserWarning: kurtosistest only valid for n>=20 ... continuing anyway, n=18\n",
      "  warnings.warn(\"kurtosistest only valid for n>=20 ... continuing \"\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import statsmodels.api as sm\n",
    "\n",
    "# 选取数据中的特征变量和目标变量\n",
    "target = data[\"电力生产量(亿千瓦小时)\"]\n",
    "features = data[[\"火电生产电力量(亿千瓦小时)\",\"水电生产电力量(亿千瓦小时)\",\"核电生产电力量(亿千瓦小时)\"]]\n",
    "\n",
    "# 将特征变量转换为numpy数组\n",
    "X = np.array(features)\n",
    "\n",
    "# 添加一个常数项，对应截距项\n",
    "X = sm.add_constant(X)\n",
    "\n",
    "# 创建线性回归模型\n",
    "model = sm.OLS(target, X).fit()\n",
    "\n",
    "# 打印出回归结果报告\n",
    "print(model.summary())\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2a5eac4d950>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 用model.predict()函数进行预测\n",
    "predict = model.predict(X)\n",
    "\n",
    "# 计算预测值和真实值之间的均方误差\n",
    "mae = mean_squared_error(target, predict)\n",
    "plt.figure(figsize=(20, 8))\n",
    "# 画出真实值和预测值的对比图\n",
    "plt.plot(time, target, label='True')\n",
    "plt.plot(time, predict, label='Predict')\n",
    "plt.title('Multiple Linear Regression\\nMAE:{}'.format(mae))\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Power')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 多项式拟合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>年份</th>\n",
       "      <th>电力可供量(亿千瓦小时)</th>\n",
       "      <th>电力生产量(亿千瓦小时)</th>\n",
       "      <th>水电生产电力量(亿千瓦小时)</th>\n",
       "      <th>火电生产电力量(亿千瓦小时)</th>\n",
       "      <th>核电生产电力量(亿千瓦小时)</th>\n",
       "      <th>风电生产电力量(亿千瓦小时)</th>\n",
       "      <th>电力进口量(亿千瓦小时)</th>\n",
       "      <th>电力出口量(亿千瓦小时)</th>\n",
       "      <th>电力能源消费总量(亿千瓦小时)</th>\n",
       "      <th>农、林、牧、渔业电力消费总量(亿千瓦小时)</th>\n",
       "      <th>工业电力消费总量(亿千瓦小时)</th>\n",
       "      <th>建筑业电力消费总量(亿千瓦小时)</th>\n",
       "      <th>交通运输、仓储和邮政业电力消费总量(亿千瓦小时)</th>\n",
       "      <th>批发和零售业、住宿和餐饮业电力消费总量(亿千瓦小时)</th>\n",
       "      <th>其他电力消费总量(亿千瓦小时)</th>\n",
       "      <th>居民生活电力消费总量(亿千瓦小时)</th>\n",
       "      <th>电力终端消费量(亿千瓦小时)</th>\n",
       "      <th>工业终端电力消费量(亿千瓦小时)</th>\n",
       "      <th>输配电损失量(亿千瓦小时)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2004</td>\n",
       "      <td>21972.3</td>\n",
       "      <td>22033.1</td>\n",
       "      <td>3535.4</td>\n",
       "      <td>17955.9</td>\n",
       "      <td>504.7</td>\n",
       "      <td>446.2</td>\n",
       "      <td>34.0</td>\n",
       "      <td>94.8</td>\n",
       "      <td>21971.4</td>\n",
       "      <td>768.9</td>\n",
       "      <td>16424.3</td>\n",
       "      <td>202.1</td>\n",
       "      <td>449.6</td>\n",
       "      <td>705.4</td>\n",
       "      <td>1036.6</td>\n",
       "      <td>2384.5</td>\n",
       "      <td>20550.8</td>\n",
       "      <td>15003.7</td>\n",
       "      <td>1420.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2005</td>\n",
       "      <td>24940.8</td>\n",
       "      <td>25002.6</td>\n",
       "      <td>3970.2</td>\n",
       "      <td>20473.4</td>\n",
       "      <td>530.9</td>\n",
       "      <td>446.2</td>\n",
       "      <td>50.1</td>\n",
       "      <td>111.9</td>\n",
       "      <td>24940.3</td>\n",
       "      <td>776.3</td>\n",
       "      <td>18521.7</td>\n",
       "      <td>233.9</td>\n",
       "      <td>430.3</td>\n",
       "      <td>752.3</td>\n",
       "      <td>1340.9</td>\n",
       "      <td>2884.8</td>\n",
       "      <td>23233.8</td>\n",
       "      <td>16815.2</td>\n",
       "      <td>1706.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2006</td>\n",
       "      <td>28588.4</td>\n",
       "      <td>28657.3</td>\n",
       "      <td>4357.9</td>\n",
       "      <td>23696.0</td>\n",
       "      <td>548.4</td>\n",
       "      <td>446.2</td>\n",
       "      <td>53.9</td>\n",
       "      <td>122.7</td>\n",
       "      <td>28588.0</td>\n",
       "      <td>827.0</td>\n",
       "      <td>21267.7</td>\n",
       "      <td>271.0</td>\n",
       "      <td>467.4</td>\n",
       "      <td>847.3</td>\n",
       "      <td>1555.9</td>\n",
       "      <td>3351.6</td>\n",
       "      <td>26729.1</td>\n",
       "      <td>19408.9</td>\n",
       "      <td>1858.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2007</td>\n",
       "      <td>32712.4</td>\n",
       "      <td>32815.5</td>\n",
       "      <td>4852.6</td>\n",
       "      <td>27229.3</td>\n",
       "      <td>621.3</td>\n",
       "      <td>446.2</td>\n",
       "      <td>42.5</td>\n",
       "      <td>145.7</td>\n",
       "      <td>32711.8</td>\n",
       "      <td>879.0</td>\n",
       "      <td>24290.8</td>\n",
       "      <td>309.0</td>\n",
       "      <td>531.9</td>\n",
       "      <td>929.8</td>\n",
       "      <td>1708.6</td>\n",
       "      <td>4062.7</td>\n",
       "      <td>30650.1</td>\n",
       "      <td>22229.1</td>\n",
       "      <td>2061.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2008</td>\n",
       "      <td>34540.8</td>\n",
       "      <td>34668.8</td>\n",
       "      <td>5851.9</td>\n",
       "      <td>27900.8</td>\n",
       "      <td>683.9</td>\n",
       "      <td>446.2</td>\n",
       "      <td>38.4</td>\n",
       "      <td>166.4</td>\n",
       "      <td>34541.4</td>\n",
       "      <td>887.1</td>\n",
       "      <td>25388.6</td>\n",
       "      <td>367.3</td>\n",
       "      <td>571.8</td>\n",
       "      <td>1017.4</td>\n",
       "      <td>1913.0</td>\n",
       "      <td>4396.1</td>\n",
       "      <td>32403.5</td>\n",
       "      <td>23250.8</td>\n",
       "      <td>2137.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     年份  电力可供量(亿千瓦小时)  电力生产量(亿千瓦小时)  水电生产电力量(亿千瓦小时)  火电生产电力量(亿千瓦小时)  \\\n",
       "0  2004       21972.3       22033.1          3535.4         17955.9   \n",
       "1  2005       24940.8       25002.6          3970.2         20473.4   \n",
       "2  2006       28588.4       28657.3          4357.9         23696.0   \n",
       "3  2007       32712.4       32815.5          4852.6         27229.3   \n",
       "4  2008       34540.8       34668.8          5851.9         27900.8   \n",
       "\n",
       "   核电生产电力量(亿千瓦小时)  风电生产电力量(亿千瓦小时)  电力进口量(亿千瓦小时)  电力出口量(亿千瓦小时)  \\\n",
       "0           504.7           446.2          34.0          94.8   \n",
       "1           530.9           446.2          50.1         111.9   \n",
       "2           548.4           446.2          53.9         122.7   \n",
       "3           621.3           446.2          42.5         145.7   \n",
       "4           683.9           446.2          38.4         166.4   \n",
       "\n",
       "   电力能源消费总量(亿千瓦小时)  农、林、牧、渔业电力消费总量(亿千瓦小时)  工业电力消费总量(亿千瓦小时)  建筑业电力消费总量(亿千瓦小时)  \\\n",
       "0          21971.4                  768.9          16424.3             202.1   \n",
       "1          24940.3                  776.3          18521.7             233.9   \n",
       "2          28588.0                  827.0          21267.7             271.0   \n",
       "3          32711.8                  879.0          24290.8             309.0   \n",
       "4          34541.4                  887.1          25388.6             367.3   \n",
       "\n",
       "   交通运输、仓储和邮政业电力消费总量(亿千瓦小时)  批发和零售业、住宿和餐饮业电力消费总量(亿千瓦小时)  其他电力消费总量(亿千瓦小时)  \\\n",
       "0                     449.6                       705.4           1036.6   \n",
       "1                     430.3                       752.3           1340.9   \n",
       "2                     467.4                       847.3           1555.9   \n",
       "3                     531.9                       929.8           1708.6   \n",
       "4                     571.8                      1017.4           1913.0   \n",
       "\n",
       "   居民生活电力消费总量(亿千瓦小时)  电力终端消费量(亿千瓦小时)  工业终端电力消费量(亿千瓦小时)  输配电损失量(亿千瓦小时)  \n",
       "0             2384.5         20550.8           15003.7         1420.6  \n",
       "1             2884.8         23233.8           16815.2         1706.5  \n",
       "2             3351.6         26729.1           19408.9         1858.8  \n",
       "3             4062.7         30650.1           22229.1         2061.7  \n",
       "4             4396.1         32403.5           23250.8         2137.9  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# 读取数据\n",
    "df_energy_consumption = pd.read_csv('../ClearData/Electricity_20_bfill.csv',encoding='utf-8')\n",
    "df_energy_consumption.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# 设置default\n",
    "plt.style.use('default')\n",
    "# 设置中文显示\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "# 设置符号显示\n",
    "plt.rcParams['axes.unicode_minus'] = False\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 6)) \n",
    "# 遍历多列数据，绘制全部折线\n",
    "for column in df_energy_consumption.columns[1:]:\n",
    "\tplt.plot(df_energy_consumption[df_energy_consumption.columns[0]], df_energy_consumption[column], label=column)\n",
    "\n",
    "# 添加图例\n",
    "plt.xlabel('时间')\n",
    "plt.ylabel('电力预测')\n",
    "plt.title('电力生产量')\n",
    "plt.legend() \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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U5OJKAAAAzg2ClpPUx3tP8vLytHv3bkfYrG6GYWjKlCnauHFjtb/W8ePH9eabb5Za/tNPPznleIuKirR06VLdddddys3NPev9nWtvvvmm0tLSKrx+fXx/AACA+o1LByFJWrFiha699lodPXq0wtscOHBAnTp10rFjxxQeHn7adTdu3Kg2bdooICBAkhQaGqpPPvlEl1566Wm3s9vtjvveTCaTVq9ercDAQHXv3t2xjs1mk9lsLvFlvnHjxmrZsqU8PT1L7TM9PV0NGjTQkiVLyn3N0aNHa/z48SWWx8XF6YorrtCmTZvUsWPHM14CV1RUpOXLl+v48eNKS0tTUlKSDh06pD179mj37t1q3ry52rRpo/Xr1+vCCy90bJebmysPDw+5u7ufdv+FhYWy2WyOS/PKcsstt6hBgwZ68cUXT7uvMxk/frxCQkL08ssvSzoxuMXo0aP1xx9/cF8iAABAGfiGBEmSp6dnmaHkTNtIUmBg4BnXnTBhgh5//HHHcy8vr9MGBEk6ePCgvL29FRISotDQUIWGhmrPnj167bXXHM9DQkLk7e2trVu3ltjW29tbNptNxcXFpR52u/20r/3hhx+qZcuWGjt2bInlc+bM0ZVXXqlvvvlGbm5uMplMJR5XXXVVifXd3d01b948ffrpp9qxY4f8/f1ls9nUrFkzpaamavPmzfr6669LhCxJ6tatm8LCwhQaGiqz2aygoCDH8Z76aNSokS6//PLT/gy9vLxOG9iSkpJK7ff3338vtZ6bm5vc3P73d5kbb7xRLVu21Lx58077+gAAAPUVPVr11MSJE/XJJ5/Iz89P0olBPbKzsxUaGupYJz09XX/99ZcGDhwoScrOzpZhGHJ3d5fJZHLMG2a321VQUFBi/6d+Md+9e7d27dqlRYsWlVivsLDQ8byoqEgWi6XEgCItWrSQ1WpVRkaGHnjgAb300kuOUGcYhkaPHq2HHnpI3bp1K3V8NptNjz76qMLCwkq1rV+/Xj/++GOZPxfDMPTiiy9qxYoVJZbn5OTo/fff14cffqhBgwbp9ttvdxzfBx98oJkzZ+r5558vtb+PP/64xPNZs2YpJibmtL1Ae/bscRyDj4+PYmJi1KZNm3LXP52T56o8ZrNZaWlpKioqkpubmzp16iSbzaa8vDzH/Fdms9nx74KCAse/n3vuOV144YUaN25clWoDAACoywha9ZSnp6euv/56zZ07V5IUExOja665RvHx8Y51WrZsWaIXY/Lkyfr666/l5uYms9nsuFfpn0N25+Tk6PHHH9ejjz4qSZo5c6YMw1DHjh0d6+Tl5emKK65wXH5XWFioW265RbNnzy5Vq6+vr9asWaPHH39cs2bNkiStWbNGP/74o2bOnFnm8d1xxx1at25ducc/evToMpfHxMSoffv2atiwYYnlM2fO1PHjx+Xr66ugoCDH8oSEBM2YMUNff/21oqKiyn29qjh06JCKi4vVvHnzSm333nvvadiwYWrZsmWJ5UuWLFGDBg3UpUsXx7KyersSEhIUGhrqCFQmk0l5eXmSpDfeeEM///yzLrjgAjVs2FCtW7fWhg0b1KNHj8ofIAAAQB1G0KqnKjrE9qk9L/PmzStxqdjSpUt11VVXKT09vcQ2PXv2VIMGDSRJ69at0yeffKINGzaoU6dOjnWaNWumTz/9tNRlc2Vxd3fX008/rZUrVzqWzZkzR5MmTVKLFi0knej9sVgsuuyyy3To0CEFBATIy8ur3H0uX75cs2bN0i233KJ7773XsXzLli06//zzS6x74MABvfHGGwoJCSm1n0mTJumWW27RRRddVKqtuLi4RFA9nbLuM4uLi5PJZFKTJk1KrHv8+HFt3bq1xM/zpNTUVN1xxx1auXJlqaD1/fffa/v27Vq8eLFjWVm9XW3btnUEq5PuuusuBQUF6ZlnnimxvE+fPtqyZQtBCwAA4B8IWk5mGIbyi87NKHz/5O1uqdTobl9//bWWLl0q6USPUnJycokv54mJiafd/sCBA6W+zEsnLjE8GUpycnL07rvvql27diosLCxzGHy73a7CwsJSwWjNmjW64IILSiw72aN1Mpi8+eabstvteuihh/TMM8/oxx9/lN1u19tvv33a2oOCgnTjjTeWWp6SklJqYI+xY8fq9ttv1/fff19i+RdffKGdO3fqm2++KfM1/Pz85OHhUeKYCwoKVFxcrF9//dWxzGazKTc3V3/99Zf69+/vWB4XF6eBAweWGrTD19e3xCWep/ruu+/Upk0b9e3bt1Tbo48+qlatWunPP//U0KFDJf0vcDdq1EiSlJGRIZPJpNzc3FKDdJQlLCzMMRkxAAAA/oeg5WT5RTZ1fOw3l7x27FPD5eNRsVNqMpl0zTXXnPHSwdNZv359mfdHZWdnKzg4WJIcPT0zZszQww8/7LhUzWq1atiwYTKbzSoqKlKvXr20du3aUjVGRETowIEDp63DMIwSQ66bzWbdc889mjdvnnx9fZWbm6u77rpLH330kaQT90C9++67ZQYtPz8/ZWdnl1g2btw43XTTTSWCVm5urqZOnarZs2eXO7DGP+9bk/53j9ann3562mOSTgSt6OhoffTRR8rPz9edd97pmCC7rN416cQ9Yf/+97/LbAsNDdX999+vxx57zBG07Ha7JOno0aOOe7SkE5cPXnXVVfr555/LDG0nZWdnO+7zAwAAwP8QtOopwzAqtN7JL+L/VFRUpIULF+r9998v1ZaRkVHiPiZJeuCBBzR9+nTH839eOljW3FTp6eml9lMWk8lU6hI9k8mkN998UxaLxdFjdPJ+ruzs7HIHo2jRooV++61kUL7ttttKrffaa6+pXbt2GjVq1Bnrq6q4uDiNGDFCQ4YM0eDBg2UymTR69Gh5enqW2TO4ZcsWrV27Vl9++WW5+5w8ebKef/55LV++XAMHDizz524YhqKiovTYY4/piy++OG3Q2r9//xmH6AcAADgbhmEoJduq8IDybwupiQhaTubtblHsU8Nd9toVZbfb9cUXXzhG3ytr1MHTefXVVxUQEFDqS3Z+fr7y8/MdPVonnWmupbLuGYuPj1e7du0qVM+pbDabhg4dqm7duslischqtWrbtm2OUJebm1uq1+qkwYMHa+rUqTIMo9zLMK1Wq1577TV9/vnnpdqOHz9ebm9TZe3bt0/R0dFq0aKFfv75Z33++efKyMiQv79/mes/8cQTuuyyy9S0adNy9xkaGqrrrruuVNA69dLBk8vuu+++09ZnGIYWL16sl156qSqHBwAAUCFv/RWnD1Ye0Ntje6hv6wauLqfCCFpOZjKZKnz5nit5eHho4sSJeuONNySVfengSampqSUC2IIFC/TQQw/pu+++KxVGjhw5IkmlRu2rih9//FGXXHJJpbdbuHChMjIyHEO022w2FRYWOu5HMwxDhYWFSkhIUERERIlt/f39NWDAAM2bN6/cS/CWLVsmf39/DRkypMTyvLw8tWjRQqtWrVLnzp0rXfep8vPzHZcOJiUladWqVerXr58yMzMdkz5LJy5FvO6669S4cWM999xzFdr3nDlzHD1ixcXFkkpeOnhy2P4z+fjjjzVo0CD5+vpW8ugAAAAq5tftRzXz9xNT3xxIzSVooeZ7+eWXSzx3c3NTRkZGqR6ZHTt2qEuXLtqxY4fatWunt99+W/fdd5+effbZEpfN7du3T5mZmXr77bfVtGlTx3xXJ0OOl5fXGQfqKCoqkmEY8vDw0PLly7V06dIqTYh78cUXa/DgwY7jyMjIUFRUlGPUQrvdrtzc3HIDwnPPPadBgwZp0KBBJe5Ts9vtstvtysvLk9ls1pEjRxxD2xcWFuqTTz5RUVGRWrdufdpjLOtyvX966623ZLPZNGTIEKWlpWno0KG68847lZeXp6ysLMflj9OnT1e/fv3UuHFjdejQoczX++fP/dTLDk0mk5o2bepY5/fffy/VGymVvO9OOtHbePISRAAAgOoQezhLUxZsliSN69dSY86v3JQ3rkbQgiQpKipK5513niIjI0vMrVRcXKyxY8eqVatWGjZsmFatWqU5c+aU6u2ZOXOm3nnnHTVo0MAxMqB04r6hgQMHytPTs9QX/muuuabE88LCQt1///16/PHHNWPGDD322GOOYeIr6r333tP7779fYuJjm80mq9VaagS9nJwcPf3006Uuf2zUqJHefvttPfbYYyWCXmFhoYqKijRixAgtXrxY/fr1U2pqqsxmsywWixo2bKhZs2adtofHarVWqMdoxIgRSklJ0dixY0v0jqWnp6tx48Zq0aKFDMPQsGHD1Lt371LbHzhwQKNHj1ZsbKzmzJlT7us0bdq0xOiS/xxK/siRI+rZs6fS0tL07bffOpY/9thjevPNN53ScwkAAPBPqTlWTZwXo7xCmwa0CdUjI0v/QbmmMxkVHRWhHsvKylJgYGCpy7akEyPLHThwQJGRkaedt6ku2LFjh9zd3cu8byo5OVm5ublq2bJlpYaYL09ZA2qcayfn5qqt3n//fUVFRWnAgAFntZ+dO3eqefPmJQJkZX829el9AgAAzo612Kaxc9Yp5mC6IkN9tfDO/gr0cT/zhufI6bLBqejRQoVFR0eX2/bPuafOlqtDllTxSZ1rqltvvdUp+ynrksTa/rMBAAA1k2EYeuS77Yo5mC5/LzfNublnjQpZlXH6oeAAAAAA4Bz5YOUBfbUhUWaT9OaY7moTXnvn6yRoAQAAAHC5v3Yn67mfd0qSHhnZUYPahbm4orND0AIAAADgUnHJ2fq/+ZtkN6TrekZofP+Wri7prBG0nIQxRYDy2e12V5cAAABqqIy8Qt3ycYyyrcXq3TJET1/ZySmDq7kag2GcJXd3d5lMJqWkpCgsLKxO/E8BOMvJyaFTUlJkNptLzOEFAABQZLNr8vyNOpiWp6ZB3pp9Y3d5uNWNviCC1lmyWCxq1qyZEhMTFR8f7+pygBrJx8dHzZs3l9lcN35xAgAA53j6x1itikuTr4dFH4zrqQZ+nq4uyWkIWk7g5+entm3bqqioyNWlADWOxWKRm5sbvb0AAKCET9Ye1Lw1B2UySa9e11VRjcqfk6o2Img5icViYW4hAAAAoAJW70vVE4t2SJKmDmuvYdGNXFyR83EdDwAAAIBz5mBaru78bKNsdkNXdG2iOy9s7eqSqgVBCwAAAMA5kV1QpFs+jlFGXpG6RATphX91rrO3FxC0AAAAAFQ7m93Q/32+SXHJOWoY4Kk5N/WQl3vdvfWGoAUAAACg2r3w6y79tTtFnm5mzbm5p8IDvFxdUrUiaAEAAACoVl9vSNR7y/dLkmZe20WdmwW5tqBzgKAFAAAAoNpsOHhcD327TZL0f0PaaFSXJi6u6NwgaAEAAACoFkkZ+Zr0yQYV2uy6JLqR7h3aztUlnTMELQAAAABOl1dYrFs/jlFqTqE6NA7QK9d1kdlcN0cYLAtBCwAAAIBT2e2G7l+wRTuPZCnUz0Nzbu4hHw83V5d1ThG0AAAAADjVrMV79cv2o/KwmPXuTT3ULNjH1SWdcwQtAAAAAE7zw5bDen3xXknSs1d1Uo8WIS6uyDUIWgAAAACcYltipqZ+tUWSNPGCSF3bM8LFFbkOQQsAAADAWUvOKtDEeTGyFtt1YfswTb+0g6tLcimCFgAAAICzUlBk08RPNuhoVoHahPvp9Ru6yVKPRhgsC0ELAAAAQJUZhqHp32zVloQMBfm46/2beyrAy93VZbkcQQsAAABAlc1etk8LNx+WxWzS22O6q2Wor6tLqhEIWgAAAACq5I/YY3rpt92SpCcuj1a/NqEurqjmIGgBAAAAqLRdR7N07xebZBjSTX1a6KY+LVxdUo3isqD1ySefqHnz5vLz89PQoUMVHx8vSdq+fbt69eql4OBgTZs2TYZhOLapjjYAAAAAlZOWY9WtH8cot9Cmfq0b6LFRHV1dUo3jkqC1b98+Pfzww1q4cKFiY2PVokULjRs3TlarVaNGjVKPHj0UExOj2NhYzZ07V5KqpQ0AAABA5RQW23XHpxuVmJ6vFg189PbY7nK3cKHcP7nkJ7Jp0yb16dNH3bt3V/PmzTV+/Hjt2bNHv/zyizIzM/XKK6+odevWeu655/TBBx9IUrW0AQAAAKg4wzD02Pfb9Xf8cfl7uumDf/dUkI+Hq8uqkVwStDp27KglS5Zo06ZNyszM1FtvvaWLL75YW7ZsUZ8+feTj4yNJ6ty5s2JjYyWpWtoAAAAAVNzc1fH6Yn2CzCbp9THd1Cbc39Ul1VhurnjRjh076pprrlH37t0lSZGRkVq3bp1mzJihyMhIx3omk0kWi0Xp6enKyspyeltwcHCZ9VmtVlmtVsfzrKwspx07AAAAUBst35Oip3880WHx0IgOGtw+3MUV1Wwu6dFau3atfvjhB61bt07Z2dm64YYbNGLECLm5ucnT07PEul5eXsrLy6uWtvI8//zzCgwMdDwiIiLO8ogBAACA2mtfSo4mz98ouyFd06OZbhkQeeaN6jmXBK0vv/xS119/vXr37i0/Pz8988wz2r9/v0JCQpSSklJi3ezsbHl4eFRLW3kefPBBZWZmOh4JCQlnecQAAABA7ZSZV6SJH8cou6BYPVoE69mrOslkMrm6rBrPJUGruLhYx44dczzPzs5Wbm6u3NzctHbtWsfy+Ph4Wa1WhYSEqFevXk5vK4+np6cCAgJKPAAAAID6pthm112fb9T+1Fw1DfLWOzf2kKebxdVl1QouCVr9+/fXt99+q1dffVXz58/XlVdeqYYNG+r//u//lJmZqXnz5kmSZsyYoaFDh8pisWjgwIFObwMAAABQvmd+2qkVe1Pl7W7RnJt7Kszf88wbQZJkMlwwe69hGHrqqaf04Ycf6siRI+rUqZPmzJmjHj16aOHChRozZoz8/f1ls9m0bNkyRUdHS1K1tFVEVlaWAgMDlZmZSe8WAAAA6oXP/z6kB7/dJkl658YeuqRTIxdXVDNUNBu4JGidSVJSkmJiYtSvXz+FhYVVe9uZELQAAABQn6zdn6Yb31+nYruh+y9up7svauvqkmqMWh20ahqCFgAAAOqLhON5uvzNlUrPK9KoLk30+vVdGfziFBXNBi65RwsAAABAzZNdUKRbPl6v9LwidW4WqJeu6UzIqiKCFgAAAADZ7Ibu+3Kz9hzLUbi/p967qae83BlArqoIWgAAAAA08/fd+nNnsjzczHrv5p5qFOjl6pJqNYIWAAAAUM99tylRs5fukyS9dE1ndY0Icm1BdQBBCwAAAKjHNh5K13++OTGM++TBrXVF16YurqhuIGgBAAAA9dSRzHzdNm+DCovturhjQ91/cXtXl1RnuLm6AAAAAADnlmEYWhmXqmd+3KnUHKuiGvlr1nVdZTYzwqCzELQAAACAeqKgyKbvNyfpw5Xx2n0sW5LUwNdDc27uKV9PooEz8dMEAAAA6riUbKs+WXtQn609qLTcQkmSr4dF1/aM0MSBrdQ0yNvFFdY9BC0AAACgjoo9nKUPVh7QD1sOq9BmlyQ1DfLWuH4tNbpXhAK93V1cYd1F0AIAAADqELvd0JJdyfpg5QGt2Z/mWN69eZBuGdBKw6Mbys3CmHjVjaAFAAAA1AF5hcX6ekOiPloVrwOpuZIki9mkSzs10i0DItWtebCLK6xfCFoAAABALXY4I18fr4nX5+sOKaugWJLk7+WmMb2b6+Z+Lbn/ykUIWgAAAEAttDkhQx+sPKCftx2RzW5Iklo28NH4/pG6pkczRhF0MX76AAAAQC1RbLPr99hj+mDlAW04mO5Y3rdVA90yIFJDosKZC6uGIGgBAAAANVxWQZEWrE/QR6vilZSRL0lyt5h0eZemmjCgpaKbBLq4QvwTQQsAAACooQ6l5emj1Qe0YH2CcgttkqQQXw/deH5z3di3hcL9vVxcIcpD0AIAAABqEMMw9PeB4/pg5QH9sfOYjBO3X6ltuJ9uGRCpK7s1lZe7xbVF4owIWgAAAEANUFhs10/bDuuDlQe0PSnLsXxQuzDdMiBSF7QNlcnE/Ve1BUELAAAAcKH03ELN//uQ5q2J17EsqyTJ082sq7s304T+LdW2ob+LK0RVELQAAAAAF4hLztGHqw7o242JKiiyS5LC/T11c98WGnN+C4X4eri4QpwNghYAAABwjhiGoZVxqfpg5QEt3Z3iWB7dJEC3DIjUZZ2byMPN7MIK4SwELQAAAKCaFRTZ9P3mJH24Ml67j2VLkkwmaWiHhrplQKTOjwzh/qs6hqAFAAAAVJOUbKs+WXtQn609qLTcQkmSj4dFo3tGaFy/lmoZ6uviClFdCFoAAACAk+1PydHbS/dp0ebDKrSduP+qaZC3xvVrqdG9IhTo7e7iClHdCFoAAACAkyRnFWjW4r36cn2CbPYTE2B1bx6kWwa00vDohnKzcP9VfUHQAgAAAM5SdkGR3lu+X++vOKD8Ipsk6aKocN01pI26NQ92cXVwBYIWAAAAUEXWYps+W3tIb/4Vp+P/vQere/MgTb+0g3pHhri4OrgSQQsAAACoJLvd0A9bD2vm77uVcDxfktQqzFcPDI/S8OiGjCAIghYAAABQUYZhaMXeVM34ZZdij2RJOjHJ8H0Xt9O1PZpxDxYcCFoAAABABWxLzNSMX3dqVVyaJMnf0023X9haE/pHytvD4uLqUNMQtAAAAIDTOJiWq5d+260ftx6RJHlYzLqpbwtNHtxGIb4eLq4ONRVBCwAAAChDao5Vbyzeq8/WHVKx3ZDJJF3ZtammXNxOESE+ri4PNRxBCwAAADhFrrVY7684oPeW71Nu4Ymh2ge1C9MDl7RXdJNAF1eH2oKgBQAAAEgqstn1xd+H9NrivUrNOTFU+3lNA/XgpVHq1ybUxdWhtiFoAQAAoF4zDEM/bTuimb/tVnxaniSpRQMfTRveXiM6NZbZzFDtqDyCFgAAAOqt1ftODNW+NTFTkhTq56H/u6itru/VXB5uDNWOqiNoAQAAoN6JPZylF37dpWV7UiRJPh4W3TawlW69oJX8PPmKjLPH/0UAAACoNxKO5+mVP/Zo4eYkGYbkZjZp7PnNddeQtgrz93R1eahDCFoAAACo847nFuqtv+L0yZqDKrTZJUmXdW6sqcPaq2Wor4urQ11E0AIAAECdlVdYrI9WxeudpfuUbS2WJPVr3UDTL41S52ZBri0OdRpBCwAAAHVOsc2uBTGJmvXnHiVnWyVJHRsHaPqlUbqgbahMJkYSRPUiaAEAAKDOMAxDv+04phd/26X9KbmSpGbB3po6rL0u79KEodpxzhC0AAAAUCf8feC4nv9lpzYdypAkBfu46+4hbTW2T3N5ullcWxzqHYIWAAAAarU9x7L14q+79OfOZEmSl7tZtw5opdsGtVKAl7uLq0N9RdACAABArXQ4I1+v/rFH32xMlN2QLGaTrusVoXsuaquGAV6uLg/1HEELAAAAtUpmXpHeXhanuaviZS0+MVT7JdGNNHV4e7UJ93NxdcAJBC0AAADUGtuTMjV+7nql/Hckwd4tQzR9RJS6Nw92cWVASQQtAAAA1Aqr4lI16ZMNyrEWq1Worx4e2UFDosIZqh01EkELAAAANd6iLYd1/4LNKrIZ6tMqRO/d3JOBLlCjEbQAAABQo3248oCe+jFWkjTyvMZ65bouDNeOGo+gBQAAgBrJbjf0wm+79O6y/ZKkf/dtocdGRcvCpMOoBQhaAAAAqHGKbHb95+ut+nZTkiTpgUva645BrbkfC7UGQQsAAAA1Sq61WHd8tlHL96TIYjZpxtXn6dqeEa4uC6gUghYAAABqjNQcqybMXa+tiZnydrfo7Ru7a3D7cFeXBVSa2RUvOnfuXJlMplKPuXPnavv27erVq5eCg4M1bdo0GYbh2K462gAAAFAzHErL0zWzV2trYqaCfdw1f+L5hCzUWi4JWmPGjFF6errjkZCQoNDQUPXt21ejRo1Sjx49FBMTo9jYWM2dO1eSZLVand4GAACAmmF7Uqaunr1K8Wl5ahbsrW/u6KduTEKMWsxk1IDuneeee04HDx7UpZdeqgkTJigxMVE+Pj7asmWLJk+erJUrV2rhwoVOb6uorKwsBQYGKjMzUwEBAdX4kwAAAKh/Vu5N1aRPYpRbaFPHxgGaO76XwgO8XF0WUKaKZgOX36NVUFCg1157TevWrdPHH3+sPn36yMfHR5LUuXNnxcaemDNhy5YtTm8rj9VqldVqdTzPyspy4hEDAADgpO83J2nqV1tUZDPUr3UDvXtTD/kzETHqAJdcOniq+fPnq0+fPmrZsqWysrIUGRnpaDOZTLJYLEpPT6+WtvI8//zzCgwMdDwiIhjlBgAAwNneX7Ff93yxWUU2Q5d1bqyPxvciZKHOcHnQeuedd3T77bdLktzc3OTp6Vmi3cvLS3l5edXSVp4HH3xQmZmZjkdCQsLZHCIAAABOYbcbevanWD3z005J0vj+LfX69d3k6WZxcWWA87g0aMXFxSkuLk5Dhw6VJIWEhCglJaXEOtnZ2fLw8KiWtvJ4enoqICCgxAMAAABnr7DYrikLNmvOigOSpAcvjdJjl3WU2cxExKhbXBq0FixYoMsuu0zu7ie6iHv16qW1a9c62uPj42W1WhUSElItbQAAADh3cqzFuuXj9Vq4+bDczCa9MrqLJg1qLZOJkIW6x6VB69dff9XgwYMdzwcOHKjMzEzNmzdPkjRjxgwNHTpUFoulWtoAAABwbqRkW3X9e2u0Ym+qfDwsev/fPXV192auLguoNi4b3j0/P19BQUHasmWLoqKiHMsXLlyoMWPGyN/fXzabTcuWLVN0dHS1tVUEw7sDAABUXXxqrm7+8G8dOp6nBr4e+nBcL3WJCHJ1WUCVVDQb1Ih5tP4pKSlJMTEx6tevn8LCwqq97UwIWgAAAFWzNTFD4z9ar7TcQkWEeGvehPMVGerr6rKAKqvVQaumIWgBAABU3vI9Kbr90w3KK7QpukmAPhrfS+H+TESM2q3WTFgMAACAuue7TYma9tVWFdsN9W/TQO/cyETEqF8IWgAAAHAawzA0Z8V+PffzLknS5V2aaOa1XeTh5vLpW4FziqAFAAAAp7DbDT378059sPLEHFm3DojUQyM6MEcW6iWCFgAAAM6atdimaV9t1aIthyVJD4/ooIkDW7m4KsB1CFoAAAA4K9kFRbr90w1aFZcmN7NJM6/toiu7NXV1WYBLEbQAAABQZcnZBRr/0XrtOJwlXw+LZt/YQwPbVW4qHaAuImgBAACgSg6k5urmD9cp4Xi+Qv089NG43jqvWaCrywJqBIIWAAAAKm1LQobGz12v47mFatHAR/Mm9FaLBkxEDJxE0AIAAEClLN2drDs+3aj8IpvOaxqoD8f1Upi/p6vLAmoUghYAAAAq7JsNifrPNycmIr6gbahm39hDfp58pQT+iXcFAAAAzsgwDL27fL9m/HJiIuIruzbRi9cwETFQHoIWAAAATstuN/T0T7H6aFW8JGnSwFb6zyVRTEQMnAZBCwAAAOWyFts0ZcEW/bT1iCTpkZEddOsFTEQMnAlBCwAAAGXKKijSpHkbtGZ/mtwtJyYivqIrExEDFUHQAgAAQCnJWQX690frtfPIiYmI372ppwa0DXV1WUCtQdACAABACftScvTvD/9WYnq+Qv08NXd8L3VqykTEQGUQtAAAAOCw6VC6Jsxdr/S8IrVs4KN5E85X8wY+ri4LqHUIWgAAAJAk/bztiO5fsEX5RTZ1aRaoD8b1UqgfExEDVUHQAgAAqOesxTY999NOfbzmoCRpULswvT22u3yZiBioMt49AAAA9VjC8TxNnr9RWxMzJUl3XNha91/cTm4WJiIGzgZBCwAAoJ76bcdRTf1qi7ILihXk465XR3fV4KhwV5cF1AkELQAAgHqmsNiuF37dpQ9WHpAkdW8epDfGdFfTIG8XVwbUHQQtAACAeiQxPU93zd+kzQkZkqSJF0TqgUui5M6lgoBTEbQAAADqicU7j2nKgi3KzC9SgJebXh7dVRd3bOjqsoA6iaAFAABQxxXZ7Jr52269u3y/JKlLRJDevKGbIkKYHwuoLgQtAACAOuxIZr7umr9JGw6mS5LG92+pBy/tIA83LhUEqhNBCwAAoI5aujtZ9325Wel5RfL3dNOL13TWpec1dnVZQL1A0AIAAKhjim12vfrnHr311z5JUqemAXprTHe1aODr4sqA+oOgBQAAUIccyyrQ3Z9v0t8HjkuSburTQg+P7CAvd4uLKwPqF4IWAABAHbFyb6ru+WKT0nIL5efppuevPk+jujRxdVlAvVSloLVp0yZt2bJFycnJ8vPzU4sWLTRkyBB5ezPJHQAAwLlmsxt6bfFevbFkrwxD6tA4QG+P7a7IUC4VBFylUsPNfPzxx+rYsaMef/xxJSUlKSgoSPn5+fr555/VrVs33X777UpJSamuWgEAAPAPydkFuumDdXp98YmQdUPv5vruzn6ELMDFKtSjdfz4cY0ePVqRkZFaunSpwsPDy1xv7ty5GjhwoN566y0NGTLEqYUCAACgpNX7UnXPF5uVkm2Vj4dFz111nq7s1tTVZQGQZDIMwzjTSm+99ZaCgoI0duzYM+4wPj5ejz/+uObOnSuTyeSUIl0tKytLgYGByszMVEBAgKvLAQAA9Zzdbuitv+L06p97ZDek9g399dbY7moT7ufq0oA6r6LZoEJB61R2u11r1qxR//79z7rI2oKgBQAAaoq0HKvu/XKzVuxNlSRd26OZnrqik7w9GFUQOBcqmg0qPRhGUVGRRowYoczMzLMqEAAAAJXz94HjuvvzjTqWZZWXu1nPXHmerunRzNVlAShDhYPWtGnT5ObmJovFoqKiIj322GNlrmcymdS3b19dcsklTisSAACgPrPbDb2zfJ9e/n2PbHZDbcL99PbY7mrX0N/VpQEoR4WDVlpamtzc3OTu7i6TyaT09PQy18vOztZLL72ktLQ0hnsHAAA4S+m5hZqyYLP+2n1iZOeruzXV01d2kq8n06ECNVml79GSpLCwsNMO496sWTMtXrxY7du3P6viagru0QIAAK6w4eBx3TV/k45kFsjTzawnL4/Wdb0i6syAY0BtVNFsUKl5tCTJMAydms3WrVun++67r8Q6MTExdSZkAQAAnGuGYei95ft03btrdSSzQK1CfbVwcn9d37s5IQuoJSodtGw2m2w2myRp2bJluvTSS9WyZcsS6zRq1MgpxQEAANQ3mXlFmjhvg577eZeK7YZGdWmiRXcPUIfGXFUD1CZVGnWwsLBQktSrVy+tWbOG3isAAAAn2JyQocmfbVRSRr48LGY9Nqqjxp5PLxZQG1XqHq0///xTNptNCQkJatu2reNNbxiGbDabCgsLNXjwYHl6elZbwa7APVoAAKA6GYahj1bF6/lfdqrIZqhFAx+9Naa7OjUNdHVpAP6hWubRuuGGG0pcFrh7925Hb9bu3bsVFRWl33//nUsHAQAAKigzv0j/+Xqrft1xVJI04rxGmvGvzgrwcndxZQDORqUvHdy2bZvj32FhYY7nYWFh2rp1q/MqAwAAqOO2JWZq8vyNOnQ8T+4Wkx4e0UH/7teSSwWBOqBSQctkMpUYdfDU5yf/fXI5AAAAymYYhj5Ze1DP/LhThTa7mgV7660x3dUlIsjVpQFwkkoFLbvdLje3/21iGIbjuWEYslgsatasmQ4dOuTcKgEAAOqI7IIiTf92m37aekSSdHHHhpp5TRcF+nCpIFCXVCpobd26VWazWe7u7jKZTLJYLLLb7Y4h34uLi+nNAgAAKMeOw5m6a/4mHUjNlZvZpOmXRumWAZF8fwLqoEoFrSZNmlRXHQAAAHWWtdimz9Ye0oxfd6mw2K6mQd56Y0w3dW8e7OrSAFSTSg+GUZaVK1dq+fLleuihh5yxOwAAgDqhyGbXNxsS9caSOCVl5EuSLooK18ujuyjIx8PF1QGoTmcVtJYsWaJHH31UGzdu1PXXX6/i4uIS93ABAADUR8U2uxZuPqzXF+/VoeN5kqRwf0/dfVFbje3dXGYzlwoCdV2VUtHWrVs1ZcoUxcTEaMqUKVq0aJEaNGjg7NoAAABqFZvd0I9bD+u1P/dqf2quJCnUz0O3D2qtG/u0kJe7xcUVAjhXqhS00tLS1KlTJ3355ZcELAAAUO/Z7YZ+2X5Us/7co73JOZKkYB93TRrUWjf3bSEfD674Aeobk3Fy8iuUKysrS4GBgcrMzFRAQICrywEAADWEYRj6PfaYXv1jj3YdzZYkBXi56baBrTSuf6T8PAlYQF1T0WxQ4Xf/9OnTHcO6n47JZFKHDh10/fXXV3i/O3bs0A8//CBJ2r59u8aPH6+4uDjdeuutevHFFx2vWR1tAAAAlWUYhv7anaxX/tij7UlZkiR/TzdNGBCpWy6IVIAXc2IB9Z25oiumpqYqPT1d2dnZp32kpaVp4sSJWr169Rn3uX37dr399tuaNWuWJMlqtWrUqFHq0aOHYmJiFBsbq7lz51ZbGwAAQGUYhqHle1J01durNWFujLYnZcnHw6LJg1trxX8G676L2xGyAEiqpksHe/furdtvv10TJkwodx3DMDRgwABddNFFeuqppyRJCxcu1IQJE5SYmCgfHx9t2bJFkydP1sqVK6ulraK4dBAAAKzel6pX/9ij9fHpkiQvd7P+3belbhvYSg38PF1cHYBzxemXDp7q0KFDOnLkiM4///wy2xcsWKCWLVuedh9z5szR5s2bdeutt+rHH3/U8OHDtWXLFvXp00c+Pj6SpM6dOys2NlaSqqWtPFarVVar1fE8KyvrtOsDAIC6Kyb+uF7+fY/W7E+TJHm4mXXj+S10+4WtFO7v5eLqANRUFb508FS//fab+vfvrw4dOmjGjBk6cuRIifYzhaycnBw98sgjatu2rRITE/XKK69o4MCBysrKUmRkpGM9k8kki8Wi9PT0amkrz/PPP6/AwEDHIyIioqI/GgAAUEdsOpSumz5Yp2veWaM1+9PkbjHp5r4ttHzaYD02qiMhC8BpVSloTZw4UceOHdOUKVP0008/qUWLFvrXv/6l3bt3V2j7b7/9Vrm5uY4Jj3///XdlZGToww8/lKdnya53Ly8v5eXlyc3Nzelt5XnwwQeVmZnpeCQkJFTouAAAQO23PSlTE+au11Vvr9aKvalyM5t0Q+/mWjptsJ66opMaBRKwAJxZlYKWJDVo0EATJ07UihUrtH79elXmVq/ExESdf/75CgkJkSS5ubmpc+fOKigoUEpKSol1s7Oz5eHhoZCQEKe3lcfT01MBAQElHgAAoG7beSRLt82L0WVvrNSSXcmymE26tkczLbn/Qj1/9XlqGuTt6hIB1CJOmdyhS5cu+vbbbyu8fkREhPLz80ssO3jwoF5++WW9+uqrjmXx8fGyWq0KCQlRr1699P777zu1DQAAYO+xbM36c69+2nbiVgiTSbqya1P930VtFRnq6+LqANRWVe7RKsuxY8cUExNzxvVGjhypnTt36p133lFiYqJef/11bd68WcOGDVNmZqbmzZsnSZoxY4aGDh0qi8WigQMHOr0NAADUX/tTcnTvF5s0bNZyR8ga2bmx/rhvoF69rishC8BZqfDw7gUFBbriiiv022+/lbvOa6+9punTp+uSSy7Rd999d9r9rV27Vvfff782bdqkRo0a6ZVXXtGVV16phQsXasyYMfL395fNZtOyZcsUHR0tSdXSVhEM7w4AQN1xKC1Pry/Zq283Jsr+329Bw6Mb6r6L2ymqEZ/zAE6votmgwkGrqKhIjRs3Vmpq6mnXy83NVfPmzZWWlla5ik+RlJSkmJgY9evXT2FhYdXediYELQAAar/E9Dy99VecvopJVPF/E9ZFUeG67+J26tQ00MXVAagtnB60JCk8PFzJycmSpNjYWIWGhiokJERubv+71Ss3N1ctWrQ4YyCrTQhaAADUXkczC/TWX3H6Yv0hFdlOfO0Z2C5MUy5up64RQa4tDkCtU60TFkvSeeedJx8fH+Xl5cnT01P+/v4KCAhQZmammjVrVtXdAgAAOEVydoFmL92nz9YdUmGxXZLUr3UDTbm4nXq2ZFAsANWrUkHr1M6vk8OmFxcXKysrSxkZGcrMzFReXl6l7n8CAABwprQcq95dvl/z1sSroOhEwOrVMlhTLm6vvq0buLg6APVFlXu0TCbTiR24uemrr77S0aNH1a9fPzVo0EBBQUHOqg8AAKBCMvIK9d7y/Zq7Ol55hTZJUteIIN0/rJ0GtAl1fHcBgHOhUkGrrF9Qs2fP1syZM/Xzzz9r1apV+vLLL0vMWwUAAFBRdruhQptd1iK7CoptshbZZS22yVpsV0HRif9a/7v8f+12JWXka/66Q8qxFkuSOjcL1H0Xt9OF7cIIWABcolJBq6ioSAcOHChxD5a3t7f++usvNW/eXH5+fnrqqaecXiQAAHANu91QUka+CopsKjgl9FiLT3n+37BzuiBUYv3ifwap/21TaLOfVb0dGgdoysXtNLRDOAELgEtVKmhlZWWpY8eOKi4+8deioUOHKjo6WkVFRYqOjlZ0dLRCQkK0fft2derUqVoKBgAA58Zfu5P19I+x2p+S65LXN5skL3eLPN3Mjv96ulnk6W6W13//e3KZt4dFQ6LCdUl0I5nNBCwArlepoNWgQQMdPXpUBw8e1L59+xQXF6e4uDj99NNPev311xUXFye73a7PPvtMzz//fHXVDAAAqtH+lBw9/WOs/tqdIknysJjl62k5fdg5te3UYOR+YpmX+//aSrb/M0idWOblZpabxezinwQAVF2Fg1ZxcbGKi4tlNpsVGRmpyMhIDR06tMQ6+fn5evvttzVixAinFwoAAKpXdkGR3lgSp49WHVCRzZC7xaTx/SN115A2CvByd3V5AFCrVDhoFRYWKiws7LTreHt76/777z/rogAAwLljtxv6ekOiXvxtl1JzCiVJQ6LC9cjIDmoV5ufi6gCgdqpw0PLx8dHu3bursxYAAHCObTh4XE8sitW2pExJUqtQXz06qqMGtw93cWUAULtVeR4tSVqzZo369u3rrFoAAMA5cjSzQDN+2amFmw9Lkvw93fR/F7XVv/u1lIcb90YBwNmqctCy2+0aPHiwCgoKnFkPAACoRgVFNr2/Yr/e+muf8otsMpmk0T0iNHV4e4X5e7q6PACoMyoUtPLz87V+/XoNHDjQscxsNsvHx6faCgMAAM5jGIZ+23FMz/4cq4Tj+ZKkHi2C9cSoaJ3XLNDF1QFA3VOhoPXAAw/o2LFjJYKWJLm5ndWVhwAA4BzYfTRbT/24Q6vi0iRJjQK89OCIKF3epQmT+gJANalQUvrXv/6lKVOmVHctAADAiTLyCvXqH3v06bpDstkNebiZNWlgK91xYWv5ePDHUgCoThX6LTtgwAAdOnSoumsBAABOUGyz6/O/D+nlP/YoI69IknRJdCM9PLKDIkK47B8AzoUKBS03Nze1a9dO1113nTw9/3ejbE5Ojm6++eYS69psNhUWFuqrr75ybqUAAOCM1uxL05M/7NCuo9mSpPYN/fX4qI7q1ybUxZUBQP1S4esG2rVrJ5vNph49ejiWfffddyWeS1JRUZGsVqvzKgQAAGeUcDxPz/+yUz9vOypJCvR21/3D2mlM7+ZyszBcOwCcaxUOWs2bN1dAQIDuuecex7Jnn322xHMAAHBu5RUW652l+/Tu8v2yFttlNkk39mmh+4a2U7Cvh6vLA4B6q8JBq2nTpoqNja3OWgAAQAUZhqFFWw5rxi+7dCTzxJyWfVs10OOXd1RUowAXVwcAqHDQatCgAQNiAABQA2xPytQTi3Yo5mC6JKlZsLceGdlBw6MbMVw7ANQQFQ5aISEhCgwsOaFhYWGh0wsCAABlS82xauZvu/VlTIIMQ/J2t2jy4Na69YJW8nK3uLo8AMApKhy0Bg4cqCFDhjie22w2Br0AAOAcKCy2a96aeL22eK+yC4olSVd0baLpl0apcaC3i6sDAJSlwkHLza3kqhaLRfn5+U4vCAAA/M/S3cl66sdY7U/JlSSd1zRQj4/qqJ4tQ1xcGQDgdJw6Lfz27dvVunVreXvz1zUAAM7GgdRcPf1jrJbsSpYkhfp5aNrw9rq2R4TMZu7DAoCazmlBKz09Xf369VNxcbFee+01TZw40Vm7BgCg3sguKNKbS+L04aoDKrIZcjObNL5/S919UVsFeLm7ujwAQAVVagbDf/3rX9q7d2+ZbcHBwTp27JheffVVzZo1yxm1AQBQb9jthhbEJGjwzGV6d/l+FdkMXdg+TL/dN1APj+xIyAKAWsZkGIZR0ZXNZrPCwsL05Zdf6sILLyxznaKiIjVu3FipqanOqtHlsrKyFBgYqMzMTAUEMDcJAMC5Nh5K15OLdmhLYqYkqVWorx69rKMGR4W7uDIAwD9VNBtU+tLB+++/X1dffbUmTpyop556Sp6eniXa3d3dZbPZKl8xAAD1zLGsAs34ZZe+25QkSfLzdNP/XdRG4/pFysOtUhedAABqmEr/Fr/11lu1ZcsWbd++XR07dtTPP/9cah273e6U4gAAqIsMw9CC9QkaMnOpvtuUJJNJGt2zmZZMHaTbBrYmZAFAHVCpHq2Ts81HRETop59+0hdffKFJkyapffv2evTRRzVo0CAdPXpUDRo0qJZiAQCo7TLyCvXgt9v0y/ajkqRuzYP05OXR6twsyLWFAQCcqsJBy263yzAMFRcXO5Zdf/31uvzyyzVr1ixdd911CggIkNls1mWXXVYtxQIAUJutjkvVlAVbdDSrQG5mk+4f1l63DWwlC8O1A0CdU6HBMAzDUGxsrL7++mvdd999Zd70VVhYqGXLlikvL08jRoyQu3vdGR2JwTAAAGejsNiul3/frfdW7JdhnBjs4rXru+m8ZoGuLg0AUElOHQzjl19+0RVXXKGrrrpKy5Ytk6+vb5nrWSwW+fr66s8//9Sll15atcoBAKhD4pJzdM8Xm7TjcJYkacz5zfXIyA7y8XDaVJYAgBqoQr/lR4wYoZ07d+r999/X+PHjlZ6erpCQEDVu3Fj/7BCz2+0qKioiaAEA6jXDMPTZukN65qdYFRTZFezjrhf+1VnDohu5ujQAwDlQqXm0JCk3N1cvvfSS3nzzTd1xxx16+OGH5eXlVV311QhcOggAqIy0HKv+881W/bkzWZJ0QdtQzby2ixoG1O3PSwCoDyqaDSo9fqyvr6+eeOIJrV+/XkuWLNGnn356VoUCAFCXLN2drOGzVujPncnysJj1yMgO+nh8b0IWANQzVb5APDIyUqtWrXJmLQAA1FoFRTa98OsufbQqXpLUNtxPr13fTR2bcCUEANRHFerReuutt/T5559XaIeHDh3SuHHjSt27BQBAXbXraJaueHOVI2T9u28L/XD3AEIWANRjFQpaY8aM0YcffqjbbrtNKSkp5a43b948DR8+XP/+978dkxsDAFBXGYahj1Yd0OVvrtLuY9kK9fPQR+N66ckrOsnL3eLq8gAALlShSweDg4P1+++/64MPPtCAAQMUFRWl888/X+Hh4crOzta+ffv0xx9/6IILLtDSpUvVsGHD6q4bAACXSs4u0LSvtmrZnhN/gBzcPkwvXtNFYf6eLq4MAFATVHrUQUmKiYnRli1blJKSIj8/P7Vo0UKDBw+Wn59fddTocow6CAA41Z+xx/TAN1t1PLdQnm5mPTyyg27q04KrOQCgHnDqhMX/1LNnT/Xs2bPKxQEAUBvlF9r07M+x+nTtIUlSVCN/vX5DN7Vr6O/iygAANQ3T0gMAUAHbkzJ1zxebtC8lV5I08YJITR3eXp5u3IsFACiNoAUAwGnY7YbeX7lfL/22W0U2Q+H+nnp5dBdd0DbM1aUBAGqwSk9YfNLrr79ebttvv/1W1d0CAFBjHM0s0I0frNNzP+9Skc3QsI4N9eu9AwlZAIAzqnLQ+uCDD0otS0pKkmEYevTRR8+qKAAAXO2XbUc0fNZyrd6XJm93i56/+jy9e1MPhfh6uLo0AEAtUOFLB4cOHSpvb28VFxdr9OjRCgoK0vz58zVjxgxZLBb16tVLW7Zs0eLFi+Xr61udNQMAUG1yrcV66odYfRmTIEk6r2mgZl3fVa3D6ubIugCA6lHhHq3U1FQdOnRII0eO1P79++Xp6amMjAzddNNNMgxDfn5+8vDwIGQBAGqtLQkZGvn6Cn0ZkyCTSbrjwtb65o5+hCwAQKVVuEcrODhYNptNvXv31g8//OBY3q5dO/n7+8vX11cmk4k5RAAAtY7NbuidZfv06h97VGw31DjQS6+M7qq+rRu4ujQAQC111qMOngxXpwYswhYAoLZITM/TlC+36O/445Kkkec11nNXnadAH3cXVwYAqM3OKmgZhqFx48YpLy9PmzdvVmFhoRo3bqzCwkJn1QcAQLX5fnOSHlm4XdkFxfL1sOjJKzrpX92b8gdDAMBZq/Kog9KJnqs333xT3bt31+23364ePXpo165dio6OdlZ9AAA4XVZBke77crPu+WKzsguK1TUiSD/fc4Gu6dGMkAUAcIqzvnTQ19dXFotFnp6eslgsCgwMlMVicUZtAAA4XUz8cd375WYlpufLbJLuGtJWdw9pI3fLWf3tEQCAEir8qWK1WlVYWKiUlJQSy/Py8mS322W32yv1wnfffXeJ+7vatGkjSdq+fbt69eql4OBgTZs2TYZhOLapjjYAQP1QbLPrlT/2aPS7a5SYnq9mwd5aMKmvplzcjpAFAHC6Cn+yxMfHKyUlRXfddZf8/PxUUFAgwzB000036e+//9bGjRtVXFys9PT0Cl12sWHDBv30009KT09Xenq6Nm3aJKvVqlGjRqlHjx6KiYlRbGys5s6dK0nV0gYAqB8OpeXp2nfX6PXFe2U3pKu7NdXP91ygni1DXF0aAKCOMhlV7N7p2rWrNm/e7Hhut9u1cOFCXXzxxRo6dKjWrVtX7rbFxcUKCQnR4cOH5ef3v7lJFi5cqAkTJigxMVE+Pj7asmWLJk+erJUrV1ZLW0VlZWUpMDBQmZmZCggIqMqPCwDgAoZh6NuNSXrs++3KLbTJ38tNz1zZSVd0berq0gAAtVRFs0GV79GKiIgo8dxsNuvqq6+WJN16662n3Xbr1q0yDENdu3ZVUlKSBg0apPfee09btmxRnz595OPjI0nq3LmzYmNjJala2gAAdVdmXpEeXrhNP249Iknq3TJEr1zXRc2CfVxcGQCgPqjyRemnTlr8TxMnTjzttjt37lR0dLQ+//xzxcbGyt3dXZMmTVJWVpYiIyMd65lMJlksFqWnp1dLW3msVquysrJKPAAAtYPNbujnbUd06WvL9ePWI7KYTZo6rJ0+v60PIQsAcM5UKmht27bN8W+73a7HHnus0oNgSNLYsWO1du1a9erVS5GRkXrzzTf1+++/y263y9PTs8S6Xl5eysvLk5ubm9PbyvP8888rMDDQ8fhn7x0AoObJKijS+yv2a9BLf+nOzzbqcGaBWjTw0Td39NNdQ9rKYmbYdgDAuVPhoGW329WrV6//bWg267nnnpPZfPYjNQUFBclut6tRo0alRjXMzs6Wh4eHQkJCnN5WngcffFCZmZmOR0JCwlkeIQCguhxMy9UTi3ao73OL9cxPO5WYnq8gH3fdNbiNfv6/C9Q1IsjVJQIA6qEK36NlNpvl6+urrVu3Kjg4WBEREVWe1HHKlCnq06ePRo8eLUlav369zGazzjvvPL3//vuO9eLj42W1WhUSEqJevXo5va08np6epXrBAAA1h2EYWnfguD5YeUB/7jymk8M6tQn304T+kbqqW1N5ezCnIwDAdSrVHWU2m/XMM88oKipKU6ZMqfKLdu3aVQ8//LCWL1+uJUuW6O6779a4ceM0bNgwZWZmat68eZKkGTNmaOjQobJYLBo4cKDT2wAAtYu12KZvNiTqsjdW6vr31uqP2BMha1C7MH08obf+uG+gxpzfnJAFAHC5Sg3vHh4eruTkZK1evVpz5szRvHnzZLPZqvTCDz74oN555x35+/vrqquu0nPPPSdfX18tXLhQY8aMkb+/v2w2m5YtW6bo6GhJqpa2imB4dwBwrbQcqz5bd0ifrD2olGyrJMnL3ayruzfT+H4t1bahv4srBADUFxXNBhUKWps3b9aiRYv0+uuvKzU11bHcw8NDhYWFzqn4FElJSYqJiVG/fv0UFhZW7W1nQtACANfYdTRLH62M13ebk1RYfGLwpYYBnrq5b0uN6d1cwb7l328LAEB1cGrQuv/++7V69Wrt3bv3nAStmoagBQDnjt1uaOmeZH24Ml4r4/73mdO5WaBuGRCpEec1lrvl7AdiAgCgKpw6YfHLL78s6cSlg9nZ2Xr88ce5xwkA4FR5hcX6ZkOiPloVr/2puZIks0m6pFMjTegfqR4tgqs8CBMAAOdahUcdlE6M8jRt2jStXr1aTz/9tF577bXqqgsAUE8czsjXx2vi9fm6Q8oqKJYk+Xu66bpeEfp3v5aKCGGSYQBA7VPpoPXiiy/Kx8dHbm6V2hQAgBI2HUrXBysP6JftR2Wzn7iKvUUDH43v11LX9IyQnyefMwCA2qvCn2KGYSgnJ6fEdYiGYah169YKCgpSu3btNGDAAI0ZM0bBwcHVUiwAoHYrttn1646j+mDlAW06lOFY3qdViCb0j9RFHRrKYubyQABA7VfhoGUymbRnz54Sy1asWCGTyaT09HTFx8frxx9/1PTp0/X4449r6tSpTi8WAFA7ZeYV6Yv1h/Tx6ngdziyQJHlYzBrVpYnG92+pTk0DXVwhAADOVal5tCpi+fLleuGFF/T555/XmRH6GHUQAKpmf0qO5q6O19cbEpVXeGLexQa+Hhrbp4Vu7NNc4f5eLq4QAIDKcerw7vUdQQsAKs4wDK3el6YPVx7Qkt3JOvkpE9XIXxP6R+ryrk3k5c7ItQCA2smpw7tXRlFRkWbMmKFHH33U2bsGANRgBUU2Ldp8WB+uOqBdR7Mdyy+KCteEAZHq17oBw7MDAOqNSvdo5efna+rUqXrrrbfKbC8uLlZoaKgyMjKcUV+NQI8WAJQvJduqT9ce1GfrDio158Qk9t7uFl3bs5nG9WupVmF+Lq4QAADnqbZLB3NychQaGqqCggJZrVYNHjxYq1atKvFXyrCwMKWkpFS9+hqGoAUApcUeztIHKw/ohy2HVWizS5KaBHrp3/1a6vpezRXo4+7iCgEAcL5qu3TQ3d1d7u4nPjw9PDy0fv36UpeCcGkIANRdS3cn691l+7Vmf5pjWbfmQbplQKSGRzeSu8XswuoAAKgZqnSP1skgZTKZHKELAFC3FdvsmvHLLr2/8oAkyWI26dJOjTRhQKS6N2f+RAAATlXhoPXbb7/J29tbhYWFstlsWrFihex2u+x2u1asWCEGLwSAuisjr1B3f75JK/amSpL+3beFbhvUWk2DvF1cGQAANVOF79EKCwuTl9eJ+U4OHz6sJk2aSJKSkpLUtGnTEutarVYlJyc7uVTX4R4tAPXZ7qPZmjgvRoeO58nb3aKXR3fRiPMau7osAABcwun3aJ0c3KKgoEBhYWFKSEiQJPn4+Dj+fVJ4eHhVagYA1DC/bj+iKQu2KK/QpmbB3ppzc091aMwfnAAAOJNK36NlMpkY7AIA6ji73dCsxXv1+uK9kqR+rRvozTHdFeLr4eLKAACoHSo8NFR2drbuv//+EsO2FxUVqbCwsFoKAwC4Ro61WJM+3eAIWeP7t9S8Cb0JWQAAVEKFg1ZcXJyWLFmitm3bqqioSDt37pQkPfvss6XWZWAMAKid4lNzddVbq/RH7DF5uJn10jWd9fioaLkxZDsAAJVS4UsHu3Xrpk2bNmn37t2aOXOmevTooXfffVf/+c9/SqxXUFCggoICpxcKAKhey/ak6O75G5VVUKyGAZ5696ae6hoR5OqyAAColSp9j1b79u01Z84c3XrrrcrNzS3V7uHhoeXLlzulOABA9TMMQ3NW7NeMX3bJbpyYfPjdG3soPMDL1aUBAFBrVWnCYkk6//zzy1xuNpvVrVu3KhcEADh3Copsmv7NVi3cfFiSdF3PCD11ZbQ83SwurgwAgNqt0kHLZrNpxowZatCggUJCQhQcHKygoCAFBwerYcOG8vf3r446AQBOlpSRr0mfxGh7UpYsZpMeu6yjbu7bgpFlAQBwgkoHreLiYj3xxBPq2rWrsrOzlZ2drYyMDOXn58tkMqlp06Z64YUXdMMNN1RHvQAAJ/j7wHHd+dkGpeYUKsTXQ2+N6a6+rRu4uiwAAOqMKg0j5efnp/Xr12vXrl1KSkpSbm6u8vLytHfvXg0bNkz33HOPs+sEADjJp2sPasyctUrNKVTHxgFadFd/QhYAAE5WpaBV1mUlXl5eatWqlSZPnqzU1FQdPHjwrIsDADhPYbFdD323TY8s3K5iu6HLOjfWN3f0U7NgH1eXBgBAnVPlwTDKExgYqNtvv12+vr7O3jUAoIpSsq2687MNWh+fLpNJmja8ve4Y1Jr7sQAAqCYVClqGYSgtLU2BgYFnnIy4VatWevvtt51SHADg7G1NzNCkTzboSGaB/L3c9Pr13TQ4KtzVZQEAUKdVKGjt3btXUVFRJf7y2aBBA7Vs2VLdunXTtddeq+HDh1dbkQCAqlm4KUn/+WarrMV2tQrz1Zybe6p1mJ+rywIAoM6rUNCKiIjQ9u3b5enpKavVqj59+ujbb7/VgQMHtH79ek2YMEGBgYGaOXOmRowYUd01AwDOoNhm1wu/7tKcFQckSRdFhevV67sqwMvdxZUBAFA/mIwzXQv4D1arVY0bN9bx48cdy4qLi/XKK6/okUce0XPPPaepU6c6vVBXysrKUmBgoDIzMxUQEODqcgDgtDLyCnX355u0Ym+qJOmuwW005eJ2Mpu5HwsAgLNV0WxQ6cEwDMOQ3W4vuRM3Nz3wwANq2bKlbrrpJjVq1Eg33nhj5asGAJyVPceyNXFejA6m5cnb3aKZ13bRyM6NXV0WAAD1TqWDVlFRkYqKispsGz16tFJSUnT77berT58+atOmzVkXCAComN92HNWULzcrt9CmZsHeeu+mnurYhF54AABcodJBy2Qy6Zprrim3ffLkyfr+++/LDWMAAOey2w29vmSvZv25V5LUt1UDvTW2u0J8PVxcGQAA9Vel79E6k71796pVq1ayWCzO3K1LcY8WgJoqx1qsKV9u1u+xxyRJ4/q11MMjO8jdUqX56AEAwBlUNBs49ZM4LS1NHTt21MSJE525WwBAGeJTc3X126v0e+wxeVjMevGaznri8mhCFgAANUClLx1cuXKl3NzcZDb/74P85OAYffr00ebNm3XBBRfoww8/dF6VAIASlu9J0V3zNyqroFjh/p5696Ye6tY82NVlAQCA/6p00LrwwgvVvHlzGYahpKQkNW3aVJKUm5ur5ORkRUdH16nLBgGgJjEMQ++vOKDnf9kpuyF1ax6kd27soYYBXq4uDQAAnKLSQSs4OFj79++XJEVGRurAgROTYYaFhTnWMZmYqwUAnK2gyKYHv92m7zYlSZJG92ymp6/sJE83/rgFAEBNU6VRB8/0bwCAcx3OyNekTzZoW1KmLGaTHruso27u24LfvQAA1FCVDlpnkp6eztDuAOBE6+OP645PNyg1p1DBPu56a2x39Wsd6uqyAADAaVQ4aDVu3FheXl5KT09Xq1atJEmJiYmOf59cnpGRoc6dO1dPtQBQz8xfd0iPL9quIpuhDo0D9N5NPRQR4uPqsgAAwBlUOGh99dVX8vDw0PDhw/XVV1/JMAxdccUVjn9ffPHF+uqrr+Tm5qaoqKjqrBkA6rzCYrue/GGHPlt3SJI0snNjvXRNZ/l4OP1CBAAAUA0q/Ik9YMCAExu4ualHjx6SJA8PD8e/3d3dHf8GAFRdSrZVd362Qevj02UySVOHtdedF7bmfiwAAGoRpw2GAQA4e9sSM3XbJzE6klkgf083vXZDVw2JaujqsgAAQCVVOmhlZ2drwoQJkqSUlBTHv7Ozs3Xvvfdq1qxZTi0QAOqLhZuS9J9vtspabFerMF/NubmnWof5ubosAABQBZUOWjfddJM8PT1lsVh0yy23yGQyyTAMTZw4UW5u3DsAAJVVZLPr2Z92au7qeEnSkKhwzbq+qwK83F1bGAAAqLJKJ6P33nuvOuoAgHopOatAk+dv1Pr4dEnS/w1po3uGtpPFzKXZAADUZnRBAYCLbDh4XHd8ulHJ2Vb5e7rp1eu6amhH7scCAKAuIGgBwDlmGIY+XXtQT/0YqyKboXYN/fTOjT3UivuxAACoMwhaAHAOFRTZ9NB32/TtxiRJJ+bHevFfneXrya9jAADqEj7ZAeAcSTiep9s/3aAdh7NkMZs0/ZIo3XpBJFNlAABQBxG0AOAcWL4nRf/3xSZl5BWpga+H3hjTTf1ah7q6LAAAUE0IWgBQjQzD0NtL92nm77tlGFKXZoGafWMPNQnydnVpAACgGhG0AKCaZBcU6f4FW/R77DFJ0g29I/T4qGh5uVtcXBkAAKhuBC0AqAZxydm67ZMN2p+SKw+LWU9eEa0bejd3dVkAAOAcMbu6AEm65JJLNHfuXEnS9u3b1atXLwUHB2vatGkyDMOxXnW0AYCz/bLtiK54c5X2p+SqcaCXFtzel5AFAEA94/Kg9dlnn+m3336TJFmtVo0aNUo9evRQTEyMYmNjHQGsOtoAwJmKbXbN+GWX7vhso3ILberbqoF+uHuAukYEubo0AABwjpkMF3bvHD9+XB07dlRQUJCmT5+uoKAgTZgwQYmJifLx8dGWLVs0efJkrVy5UgsXLnR6W0VlZWUpMDBQmZmZCggIqMafCIDa6nhuoe7+fKNWxaVJkm4b2EoPDG8vN4vL/54FAACcqKLZwKX3aN1///266qqrlJ+fL0nasmWL+vTpIx8fH0lS586dFRsbW21t5bFarbJarY7nWVlZzjpkAHXQtsRM3f7pBiVl5MvHw6IX/tVZo7o0cXVZAADAhVz2p9a//vpLixcv1gsvvOBYlpWVpcjISMdzk8kki8Wi9PT0amkrz/PPP6/AwEDHIyIiwlmHDaCOWRCToH+9s1pJGfmKDPXVd3f2J2QBAADXBK2CggJNmjRJs2fPLtHd5ubmJk9PzxLrenl5KS8vr1rayvPggw8qMzPT8UhISKjqoQKoo6zFNj383TY98PVWFRbbNbRDQ31/V3+1b+Tv6tIAAEAN4JJLB59++mn16tVLI0eOLLE8JCRE27dvL7EsOztbHh4e1dJWHk9Pz1LhDABOOppZoDs+26BNhzJkMklThrbT5MFtZDabXF0aAACoIVwStObPn6+UlBQFBQVJkvLy8rRgwQK1bNlSRUVFjvXi4+NltVoVEhKiXr166f3333dqGwBU1tr9abpr/kal5hQqwMtNr93QTYPbh7u6LAAAUMO45NLBFStWaPv27dq8ebM2b96syy+/XE899ZSWL1+uzMxMzZs3T5I0Y8YMDR06VBaLRQMHDnR6GwBUlGEY+mDlAY19f51ScwoV1chfP9w9gJAFAADK5NLh3U8aN26cLrzwQo0bN04LFy7UmDFj5O/vL5vNpmXLlik6OlqSqqWtIhjeHajf8gqLNf2bbVq05bAk6YquTTTj6s7y9uAPNgAA1DcVzQY1Imj9U1JSkmJiYtSvXz+FhYVVe9uZELSA+utgWq4mfbJBu45my81s0sMjO2hcv5YymbgfCwCA+qhWB62ahqAF1E9/7UrWPV9sUlZBsUL9PPX22O7qHcn9nQAA1Ge1YsJiAKiJ7HZDry/Zq9cW75VhSN2bB2n2jT3UMMDL1aUBAIBagqAFAKfIzC/SlC83a/GuZEnSTX1a6NHLOsrDzWXzuwMAgFqIoAUA/7XraJYmfbJBB9Py5OFm1rNXdtK1PSNcXRYAAKiFCFoAIGnRlsP6z9dblV9kU9Mgb717Uw91ahro6rIAAEAtRdACUK8V2eya8csufbDygCTpgrahev36bgr29XBxZQAAoDYjaAGot1Kyrbpr/katO3BcknTnha11/7D2spgZuh0AAJwdghaAemnToXTd8elGHc0qkK+HRS+P7qJLOjV2dVkAAKCOIGgBqFcMw9DnfyfoiUU7VGizq3WYr969qafahPu5ujQAAFCHELQA1BsFRTY99v12LYhJlCQNj26omdd2kb+Xu4srAwAAdQ1BC0C9kJSRrzs+3aCtiZkym6Rpw6N0+6BWMpm4HwsAADgfQQtAnWUYhmIOpuvzvw/pp61HZC22K8jHXW/c0E0XtA1zdXkAAKAOI2gBqHPScwv1zcZEfbE+QXHJOY7l3ZoH6fXruykixMeF1QEAgPqAoAWgTjAMQ2v3H9fnfx/Sr9uPqtBmlyR5u1t0eZcmur53hLpGBHGpIAAAOCcIWgBqtdQcq77ZcKL36kBqrmN5p6YBur5Xc13RtQmDXQAAgHOOoAWg1rHbDa3al6ov/k7Q77FHVWQzJEm+HhZd0a2pbujVXOc1C3RxlQAAoD4jaAGoNZKzCvTVhkR9sf6QEo7nO5Z3iQjSmN4RuqxzE/l68msNAAC4Ht9IANRoNruh5XtT9MXfh/TnzmTZ7Cd6r/y93HRVt6a6vldzdWwS4OIqAQAASiJoAaiRjmTma8H6RC2ISVBSxv96r3q2CNb1vZtr5HmN5e1hcWGFAAAA5SNoAagxim12Ld2dos//PqS/difrv51XCvR217+6N9P1vSPUrqG/a4sEAACoAIIWAJdLTM/TgvUJ+jImQceyrI7l50eG6IbezXVJp0bycqf3CgAA1B4ELQAuUWSza/HOY/r87wQt35si47+9VyG+HrqmRzNd1ytCrcP8XFskAABAFRG0AJxTh9Ly9MX6Q1oQk6jUnP/1XvVv00A39G6uizs2lKcbvVcAAKB2I2gBqHaFxXb9HntUX/ydoJVxqY7loX6eurZnM13fK0ItGvi6sEIAAADnImgBqDb7U3L0xfoEfbMhUWm5hZIkk0ka2DZMN/SO0EUdGsrdYnZxlQAAAM5H0ALgVAVFNv2246jmrzukdQeOO5Y3DPDU6J4RGt0zQhEhPi6sEAAAoPoRtAA4xd5j2fr87wR9uylRGXlFkiSzSRrcPlw39G6uC9uHyY3eKwAAUE8QtABU2YHUXC3eeUy/bD+qDQfTHcubBHrpul7NNbpXMzUO9HZhhQAAAK5B0AJQYUU2u9bHH9eSnclasitZ+1NzHW0Ws0kXRYXrhvOba2DbMFnMJhdWCgAA4FoELQCndTy3UEt3J2vxrmQt352ibGuxo83NbNL5rUI0JKqhRnVurPAALxdWCgAAUHMQtACUYBiGdh3N1pJdJ3qtNh5Kd0wmLEkNfD00OCpcF0WFa0DbUPl7ubuuWAAAgBqKoAVABUU2rdmXpsW7jmnJzmQdziwo0d6xcYAu6hCuIVHh6tIsSGYuCwQAADgtghZQTx3NLPhvr9UxrYxLVUGR3dHm6WbWgDahGtIhXIPbh6tJEANaAAAAVAZBC6gn7HZDW5MytWTnMS3elawdh7NKtDcO9NKQqHBd1CFcfVuFytvD4qJKAQAAaj+CFlCH5ViLtXJvihbvTNZfu5OVmlPoaDOZpK4RQbooKlxDohqqQ2N/mUxcEggAAOAMBC2gjjmYlqvF/x1+fd2BNBXZ/jeShZ+nmwa1C9OQqHBd2D5MDfw8XVgpAABA3UXQAmq5IptdGw6ma8muZC3eeUz7UnJLtLds4KOLOjTURVHh6tkyRB5uZhdVCgAAUH8QtIBaKD23UMv2pGjxrmQt252srIKSc1v1ahniGCWwVZifCysFAAConwhaQC1gGIb2Juf895LAY9pwMF32U+a2CvZx1+D24RrSIVwXtA1ToDdzWwEAALgSQQuowbYmZuibDYlavCtZien5JdqiGvk7RgnsGhEsC3NbAQAA1BgELaAGyi+06eXfd+uDVQdk/LfnysPNrH6tG+iiqHANjgpXs2Af1xYJAACAchG0gBomJv64pn29VQdSTwxqMfK8xrqyW1P1b9NAPh68ZQEAAGoDvrUBNUR+oU0zf9+tD//bi9UwwFPPX32ehkQ1dHVpAAAAqCSCFlAD/LMX65oezfToyI4K9GFQCwAAgNqIoAW4UFm9WDOu7qzBUeGuLg0AAABngaAFuMj6+OOa9tUWxaflSZKu7dFMj1zWkaHZAQAA6gCCFnCO5Rfa9NJvu/XR6hO9WI0CvPT81efRiwUAAFCHELSAc+jvA8f1wNf/68Ua3bOZHh5JLxYAAEBdQ9ACzoH8Qpte/G2X5q6Ol2FIjQNP9GJd2J5eLAAAgLqIoAVUs78PHNe0r7fo4Cm9WI9c1lEBXvRiAQAA1FUELaCa5BUW68Vfd+vjNfRiAQAA1DcELaAarNufpge+2eroxbquZ4QevqwDvVgAAAD1BEELcKKTvVhzV8dLOtGLNeNfnTWoXZhrCwMAAMA5RdACnGTt/jQ98PVWHTp+ohfr+l4RemgkvVgAAAD1kUuDVlpamnbv3q127dopNDTUlaUAVfbPXqwm/+3FGkgvFgAAQL1ldtULf/HFF2rTpo0mT56s5s2b64svvpAkbd++Xb169VJwcLCmTZsmwzAc21RHG3A21u5P0yWzVjhC1g29I/TrfQMJWQAAAPWcS4JWRkaG7r77bq1YsUKbNm3Su+++q//85z+yWq0aNWqUevTooZiYGMXGxmru3LmSVC1tQFXlWov1+Pfbdf17a3XoeJ6aBHpp3oTeev7qzlwqCAAAAJkMF3TvJCQkaPny5Ro7dqwkaevWrRowYIDmzZunCRMmKDExUT4+PtqyZYsmT56slStXauHChU5vq6isrCwFBgYqMzNTAQEB1fVjQS2xZl+aHvhmixKO50uSbujdXA+NiJI/AQsAAKDOq2g2cMk9WhEREY6QVVRUpJkzZ+rqq6/Wli1b1KdPH/n4+EiSOnfurNjYWEmqlrbyWK1WWa1Wx/OsrCxnHTpqsVxrsV74dZfmrTkoSWoa5K0Z/zpPF7TlMkEAAACU5LJ7tKQTIahhw4b6/fffNWvWLGVlZSkyMtLRbjKZZLFYlJ6eXi1t5Xn++ecVGBjoeERERDj5yFHbrN6XqkteW+4IWTf0bq5f772AkAUAAIAyuTRode7cWYsXL1Z0dLTGjx8vNzc3eXp6lljHy8tLeXl51dJWngcffFCZmZmOR0JCwlkeKWqrXGuxHl24XWPmrFPC8Xw1DfLWp7ecr+evPo9LBQEAAFAulwYtk8mkbt26ae7cufr+++8VEhKilJSUEutkZ2fLw8OjWtrK4+npqYCAgBIP1D+r96Vq+Kzl+mTtiV6ssec312/3DdSAtkxFAAAAgNNzSdBasmSJpk2b5nju5nbiVrGoqCitXbvWsTw+Pl5Wq1UhISHq1auX09uAspzai5WYfqIX67Nbz9ezV50nP0/m+AYAAMCZuSRoRUVF6d1339V7772nhIQETZ8+XcOGDdPIkSOVmZmpefPmSZJmzJihoUOHymKxaODAgU5vA/5pdVzZvVj929CLBQAAgIpzyfDukvTbb7/pvvvuU2JiooYPH663335bYWFhWrhwocaMGSN/f3/ZbDYtW7ZM0dHRklQtbRXB8O51X461WDN+2alP1x6SdGJEwRev6UzAAgAAQAkVzQYuC1qnk5SUpJiYGPXr109hYWHV3nYmBK26bXVcqqZ9vVVJGSfmxbqxT3NNv7QDlwkCAACglFodtGoaglbdlGMt1vM/79Rn6070YjUL9taL/+qsfvRiAQAAoBw1esJiwJUMw9Afscf05A+xjl6sm/q00PRLo+RLLxYAAACcgG+VqFfikrP15A+xWrE3VdJ/e7Gu6ax+renFAgAAgPMQtFAvZBUU6bU/9+rj1fEqthvysJg1cWCk7rywDb1YAAAAcDq+YaJOs9sNfb0hUS/+tkupOYWSpKEdGurRyzqoRQNfF1cHAACAuoqghTpr46F0PbFoh7YmZkqSWoX56vFR0RrUrnKjTgIAAACVRdBCnZOcVaAZv+7StxuTJEl+nm66d2hb3dy3pTzcXDJHNwAAAOoZghbqjMJiuz5adUCvL96r3EKbJGl0z2aaNjxKYf6eLq4OAAAA9QlBC3XCX7uS9fSPsdqfmitJ6hoRpCcuj1bXiCDXFgYAAIB6iaCFWu1Aaq6e/jFWS3YlS5JC/Tw1/dIoXd2tqcxmk4urAwAAQH1F0EKtlGMt1ptL4vTByv0qshlyt5g0oX+k7hrSRv5e7q4uDwAAAPUcQQu1it1uaOHmJM34ZZeSs62SpEHtwvTYqI5qHebn4uoAAACAEwhaqDW2JmboiUU7tPFQhiSpRQMfPXZZRw2JCpfJxGWCAAAAqDkIWqjxUnOseunX3VqwIUGGIfl4WHTXkDa6ZUCkPN0sri4PAAAAKIWghRqryGbXvDUHNevPPcouKJYkXdWtqaZfGqWGAV4urg4AAAAoH0ELNdKKvSl68odYxSXnSJI6NQ3QE6Oi1bNliIsrAwAAAM6MoIUa5VBanp75KVa/xx6TJIX4euiB4e11bc8IWRiuHQAAALUEQQs1Ql5hsWYv3ad3l+9XYbFdFrNJN/dtoXsvaqdAH4ZrBwAAQO1C0IJLGYahH7Ye0fM/79SRzAJJUv82DfT4qGi1a+jv4uoAAACAqiFowWV2HM7Uk4ti9Xf8cUlSs2BvPTKyo4ZHN2S4dgAAANRqBC2cc+m5hXr5j92av+6Q7Ibk5W7WnRe20W0DW8nLneHaAQAAUPsRtHDOFNvsmv/3Ib38+x5l5hdJki7r3FgPjuigpkHeLq4OAAAAcB6CFs6JNfvS9OQPO7TraLYkKaqRv564PFp9WjVwcWUAAACA8xG0UK2SMvL13E879dO2I5KkQG93TR3WTjf0bi43i9nF1QEAAADVg6CFalFQZNO7y/Zr9rI4FRTZZTZJY89voSkXt1Owr4erywMAAACqFUELTlVss+unbUf04q+7lZSRL0nqHRmiJ0ZFq2OTABdXBwAAAJwbBC04hbXYpm82JOmdZft06HieJKlxoJceGtFBl3VuzHDtAAAAqFcIWjgrudZizV93SO+v3K9jWVZJUrCPuyb0j9QtF0TKx4P/xQAAAFD/8C0YVZKRV6i5q+M1d3W8MvJODNXeKMBLtw1spet7RxCwAAAAUK/xbRiVciyrQO+v2K/P1h1SXqFNkhQZ6qvbB7XSVd2aycONkQQBAAAAghYq5FBant5Zvk9fxySq0GaXJHVoHKDJg1vr0k6NZTFzDxYAAABwEkELp7XraJZmL92nH7Yclt04saxni2BNHtJGF7YLY5ALAAAAoAwELZRp46F0vf1XnP7cmexYNqhdmCYPbqPekSEurAwAAACo+QhacDAMQyvjUvX2X/u0Zn+aJMlkkkZ0aqw7LmytTk0DXVwhAAAAUDsQtCC73dDvscf09tI4bU3MlCS5mU26untTTRrUWq3D/FxcIQAAAFC7ELTqsSKbXYs2H9bsZfsUl5wjSfJyN+v6Xs01cWArNQ3ydnGFAAAAQO1E0KqHCopsWhCToHeX7VdSRr4kyd/LTf/u21Lj+7dUAz9PF1cIAAAA1G4ErXoku6BIn649pA9W7ldqTqEkKdTPQ7cMaKUb+zSXv5e7iysEAAAA6gaCVj2QlmPVR6vi9fGaeGUXFEuSmgZ5a9KgVhrdM0Je7hYXVwgAAADULQStOuxwRr7mrNivz/8+pIKiE5MMtwn30x2DWuvyrk3kbjG7uEIAAACgbiJo1UH7U3L0zrJ9+m5TkopsJ2YZ7twsUHde2EbDOjaU2cwkwwAAAEB1ImjVIduTMjV76T79vP2IjBP5Sn1bNdCdg1trQJtQmUwELAAAAOBcIGjVAX8fOK63l8Zp6e4Ux7KhHcJ1x4Vt1KNFsAsrAwAAAOonglYtZRiGlu5J0dt/xWl9fLokyWySRnVpojsubK2oRgEurhAAAACovwhatYzNbuiX7Uf09l/7FHskS5LkYTHrmp7NNGlgK7Vo4OviCgEAAAAQtGqRVXGpemThdh1IzZUk+XhYdGOfFrplQKQaBni5uDoAAAAAJxG0ahFfTzcdSM1VoLe7xvdvqX/3balgXw9XlwUAAADgHwhatUjXiCC9cUM3DYkKl68npw4AAACoqfi2XsuM6tLE1SUAAAAAOAOzqwsAAAAAgLqGoAUAAAAATkbQAgAAAAAnI2gBAAAAgJMRtAAAAADAyQhaAAAAAOBkLgta33//vVq1aiU3Nzedf/752rlzpyRp+/bt6tWrl4KDgzVt2jQZhuHYpjraAAAAAMDZXBK09u3bp/Hjx2vGjBlKSkpSixYtdOutt8pqtWrUqFHq0aOHYmJiFBsbq7lz50pStbQBAAAAQHUwGS7o3vnxxx+VmJio22+/XZL0119/6ZJLLtGXX36pCRMmKDExUT4+PtqyZYsmT56slStXauHChU5vq6isrCwFBgYqMzNTAQEB1fVjAQAAAFDDVTQbuJ3Dmhwuu+yyEs93796tNm3aaMuWLerTp498fHwkSZ07d1ZsbKwkVUsbAAAAAFQHlw+GUVhYqJkzZ+rOO+9UVlaWIiMjHW0mk0kWi0Xp6enV0lYeq9WqrKysEg8AAAAAqCiXB61HHnlEfn5+uu222+Tm5iZPT88S7V5eXsrLy6uWtvI8//zzCgwMdDwiIiLO8igBAAAA1CcuDVp//PGH3nnnHc2fP1/u7u4KCQlRSkpKiXWys7Pl4eFRLW3lefDBB5WZmel4JCQknOWRAgAAAKhPXBa09u/fr7Fjx2r27Nnq2LGjJKlXr15au3atY534+HhZrVaFhIRUS1t5PD09FRAQUOIBAAAAABXlkqCVn5+vyy67TFdeeaWuuOIK5eTkKCcnRxdccIEyMzM1b948SdKMGTM0dOhQWSwWDRw40OltAAAAAFAdXDK8+8KFC3XVVVeVWn7gwAFt3rxZY8aMkb+/v2w2m5YtW6bo6GjHds5uqwiGdwcAAAAgVTwbuCRonUlSUpJiYmLUr18/hYWFVXvbmRC0AAAAAEi1PGjVNJmZmQoKClJCQgJBCwAAAKjHsrKyFBERoYyMDAUGBpa7nksmLK5tsrOzJYlh3gEAAABIOpERThe06NGqALvdrsOHD8vf318mk8nV5dR4J1M+PYA1E+en5uLc1Gycn5qN81NzcW5qNs5P5RmGoezsbDVp0kRmc/ljC9KjVQFms1nNmjVzdRm1DkPj12ycn5qLc1OzcX5qNs5PzcW5qdk4P5Vzup6sk1w6YTEAAAAA1EUELQAAAABwMoIWnM7T01OPP/64PD09XV0KysD5qbk4NzUb56dm4/zUXJybmo3zU30YDAMAAAAAnIweLQAAAABwMoIWAAAAADgZQQsAAAAAnIygBYfvv/9erVq1kpubm84//3zt3LlTkrR9+3b16tVLwcHBmjZtmk69re90bXfffbdMJpPj0aZNmwrVsWzZMnXo0EGhoaF65ZVXnHuQtZQzz83cuXNLnJeTj7lz556xjlGjRpXYZujQodVyvLVNVc6PJKWlpSkyMlLx8fEllp9pu/Lw3imbs89Pefs7E94/pTn73PC541zOPD989jhXVc7N6X538blTTQzAMIy4uDgjODjY+PLLL42jR48a1157rdGvXz+joKDAaNmypTFp0iQjLi7OGDFihPHhhx8ahmGcts0wDKNv377GTz/9ZKSnpxvp6elGVlbWGetITk42AgICjCeffNLYs2eP0b17d2PJkiXVdty1gbPPjdVqdZyT9PR0IyEhwQgNDTX27dt3xloaN25sbNu2zbFtTk5OtR57bVCV82MYhpGSkmL06dPHkGQcOHDAsfxM25WH907ZnH1+yttfRfD+KcnZ58Yw+NxxJmefHz57nKcq5+Z0v7v43Kk+BC0YhmEYP/zwgzF79mzH8yVLlhgeHh7Gd999ZwQHBxu5ubmGYRjG5s2bjf79+xuGYZy2raioyPD39zeys7MrVcerr75qtG/f3rDb7YZhGMbChQuNsWPHnvXx1WbOPjf/9Oyzzxq33XbbGetISEgwGjVqdLaHU+dU5fwYhmFcdNFFxqxZs0p9GanMuTsV752yOfv8lLe/M+H9U5qzzw2fO87l7PPzT3z2VF1Vzs3pfnfxuVN9CFoo0+zZs42OHTsaTzzxhHHppZc6ltvtdiM4ONgwDOO0bRs2bDD8/PyM1q1bG15eXsbw4cONgwcPnvF1x40bZ9xxxx2O54cPHzY6dOjgrMOqE8723JwqPz/fCA8PP+2H4UnffPONERYWZjRt2tTw8fExrrvuOuP48eNnf0B1TEXOj2EYjr/i/vPLSEXP3T/x3qmYsz0/5e3vTHj/nNnZnhs+d6qXM987fPY4V0XPTVnbGAafO9WJe7RQSmFhoWbOnKk777xTWVlZioyMdLSZTCZZLBalp6eftm3nzp2Kjo7W559/rtjYWLm7u2vSpElnfO1/7jMgIEBJSUnOPcBazBnn5lTz589Xnz591LJlyzO+9p49e9SjRw/99ttviomJUXx8vB566CGnHVtdUNHzI0mtWrUqcx8VPXdn2o73TmnOOD/l7e9MeP+cnjPODZ871cfZ7x0+e5ynMuemrG0kPneqE0ELpTzyyCPy8/PTbbfdJjc3t1IzhXt5eSkvL++0bWPHjtXatWvVq1cvRUZG6s0339Tvv/+urKys0772P/d5cn84wRnn5lTvvPOObr/99gq99vTp0/XLL78oOjpaHTp00AsvvKCvv/767A6ojqno+TkdZ23He6c0Z5yf8vZ3Jrx/Ts8Z54bPnerj7PcOnz3OU5Vz88/fXXzuVB83VxeAmuWPP/7QO++8o7Vr18rd3V0hISHavn17iXWys7Pl4eFx2rZ/CgoKkt1u15EjRxQQEFDu64eEhCglJeWM+6uPnH1u4uLiFBcXV+XRm4KCgpSamiqr1VrqF3R9VJnzczpnsx3vnfI56/yUt7/K4v3zP84+NyfxueMczj4/fPY4T1XOTVm/u/jcqT70aMFh//79Gjt2rGbPnq2OHTtKknr16qW1a9c61omPj5fValVISMhp26ZMmaIFCxY42tavXy+z2ayIiIjT1vDPfW7evFlNmzZ11iHWWs48NyctWLBAl112WYW/JF5zzTUl9rl+/Xo1atSo3n/QSZU/P6fjrO147/yPM89Pefs7E94/ZXPmueFzx/mc/d6R+Oxxlqqcm/J+d/G5U41cfZMYaoa8vDyjQ4cOxsSJE43s7GzHo7Cw0AgLCzM+/vhjwzAMY9KkScZll11mGMaJEZ7Ka/v444+NNm3aGMuWLTMWL15sREVFGRMmTHC8XmZmplFYWFiqjpSUFMPLy8tYsmSJUVRUZIwcOdK46667qvvwazRnn5uTLrjggjKHby3v3Dz55JNGnz59jLVr1xo//PCD0ahRI+Opp55y9uHWOlU5P6dSGSOnnW473juV4+zzU97+To66xfun4px9bvjccS5nn5+T+Ow5e1U5N6f73cXnTvUhaMEwjBNDe0oq9Thw4IDx3XffGd7e3kZ4eLjRoEEDY/v27SW2K69t+vTpRlBQkBEREWH83//9X4l5L1q0aGF89913Zdby1ltvGe7u7kZoaKjRokUL4+jRo9V23LVBdZybvLw8w8PDw9i5c2ep1yvv3BQWFhoTJkww/P39jdatWxtPPvmkUVRUVC3HXJtU9fycVNaXkdNtx3uncpx9fk63P8Pg/VMZ1fHe4XPHearj/PDZ4xxVOTdn+t3F5071MBlGBad+Rr2WlJSkmJgY9evXT2FhYRVuq6q4uDjt3LlTgwYNOu219Tj35waVU9VzUNXteO9UDu+RmutcnxveO5XDe6fm4nOn5iBoAQAAAICTMRgGAAAAADgZQQsAAAAAnIygBQAAAABORtACAAAAACcjaAEA8P/t3T1II1sYxvGHGBWTCGKlEdFOBIsgKlbbxKgI2phAsEvjBxaCoKW1hY2mEQkYEdHC2IkQsBBMI9iIICFW2iqCEj9mMskWcsPddVf2cqNmmf+vm/MR3lM+MyfnSPqvZ0OdnJwom82+ac/lcnp+fi5VWQCAvxRBCwBge7e3t/J6vdrb2/vjOWNjY9ra2pIkpdNpLS8vS5KCwaB2dnY+pE4AwN+DoAUAsL3FxUW5XC4NDQ296SsUCjIMQ6ZpFtuOjo5kGIYikYgkKZFI6PDwUJI0PDysg4ODzykcAFC2uEcLAGBrZ2dn6u7uVltbmxyO1/eP6XRaTU1N8ng8sixLLy8vmp6e1szMjCQpEAiov79fc3NzyufzamtrUzQa1eDgoG5vb9XS0qJMJqPGxsavXBoA4AsRtAAAtpXNZtXT06Pu7m7F4/Fiu8/n09LSkvr6+t7MSSaTGhgY0Pb2tsLhsOLxuKLRqE5PT4tj5ubmdHNzo/X19c9YBgCgDLF1EABgS6ZpanR0VKZpKhqN/nJMPp+XaZrFQy8eHh40NTWl+vp6SdLV1ZVmZ2e1srLyw7yFhQUlk0nt7u5+7CIAAGWLL1oAAFsqFApKJpNqbm7WyMiIHA6HXC6XpNetg16vV263W5Zlqa6uTqlUSrFYTKlUSnd3d/L7/YpGo6qtrVUmk1FVVdUPv+/z+XRycqJ0Os0WQgCwIYIWAMD2Ojo6FIvF1NvbK+n9rYOmaSoUCikYDOrx8VGRSEQXFxcaHR1VJpORJIXDYQUCAfn9frW2tn7mUgAAZcL51QUAAPAV8vm8CoWCKioqiodgvMeyLDkcDlVWVkqSnE6nxsfHJUl3d3dqaGgojjVNU263m5AFADZG0AIA2FIikdD8/Lyqq6vldDo1OTlZ7Eun05qcnJTH45H0egnxy8uLNjc3i1+9/u34+FhdXV3F5+fnZ9XU1Hz8IgAAZYugBQCwpVAopFAo9Mu+97YOSq//7/rH09OTNjY2FIvFim339/fFkAYAsCeCFgAAP7EsS5Zl/bbfMAzlcjnd398rHA6rs7NT37590+Xlpa6vr3V+fi6v1/uJFQMAyg1BCwCAnzw9PckwjN/2G4Yh0zS1tramioqK4h1c+/v7Wl1d1cTEhNrb2z+pWgBAOeLUQQAA/od8Pv9Hh2kAAOyFoAUAAAAAJcYrOAAAAAAoMYIWAAAAAJQYQQsAAAAASoygBQAAAAAlRtACAAAAgBIjaAEAAABAiRG0AAAAAKDECFoAAAAAUGIELQAAAAAose9PvqpgdtWiewAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 电力生产量的折线图\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "plt.plot(df_energy_consumption['年份'], df_energy_consumption['电力生产量(亿千瓦小时)'], label='电力生产量(亿千瓦小时)')\n",
    "plt.xlabel('年份')\n",
    "plt.ylabel('电力生产量(亿千瓦小时)')\n",
    "plt.title('电力相关数据')\n",
    "plt.legend() \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import statsmodels.api as sm\n",
    "import numpy as np\n",
    "# 二阶多项式进行拟合\n",
    "degree = 4\n",
    "x = df_energy_consumption['年份'].values\n",
    "y = df_energy_consumption['电力生产量(亿千瓦小时)'].values\n",
    "coefficients = np.polyfit(x, y, degree)\n",
    "# 创建一个多项式对象\n",
    "polynomial = np.poly1d(coefficients)\n",
    "# 计算拟合曲线的数据点\n",
    "x_fit = np.linspace(np.min(x), np.max(x), 100)\n",
    "y_fit = polynomial(x_fit)\n",
    "# 绘制原函数和拟合曲线\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.scatter(x, y, label='原始电力数据')\n",
    "plt.plot(x_fit, y_fit, '-r', label=f'多项式拟合次数 {degree}')\n",
    "plt.xlabel('年份')\n",
    "plt.ylabel('电力生产量(亿千瓦小时)')\n",
    "plt.title('电力生产量的多项式拟合')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R^2: 0.9967413847190805\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第2021年的电力生产量为84926.06640625(亿千瓦小时)\n",
      "第2022年的电力生产量为91841.30078125(亿千瓦小时)\n",
      "第2023年的电力生产量为100198.421875(亿千瓦小时)\n",
      "第2024年的电力生产量为110313.8125(亿千瓦小时)\n",
      "第2025年的电力生产量为122532.94921875(亿千瓦小时)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import r2_score\n",
    "\n",
    "# 评估拟合程度\n",
    "r2 = r2_score(y, polynomial(x))\n",
    "print(f\"R^2: {r2}\")\n",
    "\n",
    "\n",
    "def predict_Electricity_consumption(year, polynomial):\n",
    "\treturn polynomial(year)\n",
    "\n",
    "# 预测2021年至2025年的煤炭消耗量\n",
    "year = np.arange(2021, 2026)\n",
    "Electricity = [predict_Electricity_consumption(i, polynomial) for i in year]\n",
    "\n",
    "# 绘制完整的预测曲线，包括原始数据点和预测曲线\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.scatter(x, y, label='原始电力生产量数据') \n",
    "plt.plot(year, Electricity, '-g', label='电力生产量预测')\n",
    "plt.plot(x_fit, y_fit, '-r', label='二次多项式拟合曲线')\n",
    "plt.xlabel('年份')\n",
    "plt.ylabel('电力生产量(亿千瓦小时)')\n",
    "plt.title('未来电力生产量预测')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "for y in year:\n",
    "\tprint(f'第{y}年的电力生产量为{predict_Electricity_consumption(y, polynomial)}(亿千瓦小时)')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "PL",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
